{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "8fee91a2-2121-44ef-81b3-11ffc68db20d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "I read in the Census 2020 pop data -- mapped onto 2020 blockgroups\n"
     ]
    }
   ],
   "source": [
    "#THIS FILE:same logic as 11/5/22 OH_patch_legisl_org, but with school districts vs. munis \n",
    "# 11/23/22 - copied from OH_school_org, but using blockgroups as building blocks\n",
    "from shapely.geometry import Point, LineString, Polygon, box\n",
    "import shapely\n",
    "import geopandas as gpd\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "from numpy import random\n",
    "from scipy.stats import norm\n",
    "import math\n",
    "tractPopFile = gpd.read_file(\"state_map_files/oh_pl2020_bg.dbf\")  #use blockgroups for Katy's COI file\n",
    "tractPopFile.head()  #about 40 sec to load\n",
    "print(\"I read in the Census 2020 pop data -- mapped onto 2020 blockgroups\")\n",
    "#handy function for plotting Polygon or multiPolygon tracts and precincts\n",
    "def plotPoly(inputPoly):\n",
    "    simplePoly = Polygon([(0,0),(0,1),(1,1)])\n",
    "    if inputPoly.type == simplePoly.type:\n",
    "        x,y = inputPoly.exterior.xy\n",
    "        plt.plot(x,y)\n",
    "    else:\n",
    "        for geom in inputPoly.geoms:\n",
    "            if geom.area > 0:  #to avoid error with LineString geom parts\n",
    "                x,y = geom.exterior.xy\n",
    "                plt.plot(x,y)         \n",
    "def plotCenter(t,geom):\n",
    "    plt.text(geom.centroid.x,geom.centroid.y,t)\n",
    "    \n",
    "def r3(number):\n",
    "    result = round(number,3)\n",
    "    return result\n",
    "\n",
    "def r5(number):\n",
    "    result = round(number,5)\n",
    "    return result\n",
    "\n",
    "def buildPolly(CENTERPOINT, ANGLE, RADIUS):\n",
    "    hdCPx = CENTERPOINT.x\n",
    "    hdCPy = CENTERPOINT.y\n",
    "    Pt = [Point(0,0)]*8\n",
    "    for nW in range(4):\n",
    "        ccwAngle = ANGLE[nW]  #these two are the angles at start and end of nth wedge\n",
    "        cwAngle = ANGLE[ int((nW+1)%4) ]\n",
    "        Pt[nW*2] =   Point(hdCPx + RADIUS[nW]*math.cos(ccwAngle),\n",
    "                           hdCPy + RADIUS[nW]*math.sin(ccwAngle) )\n",
    "        Pt[nW*2+1] = Point(hdCPx + RADIUS[nW]*math.cos(cwAngle),\n",
    "                           hdCPy + RADIUS[nW]*math.sin(cwAngle) )        \n",
    "    POLLY = Polygon([Pt[0],Pt[1],Pt[2],Pt[3],Pt[4],Pt[5],Pt[6],Pt[7] ])\n",
    "    return POLLY\n",
    "\n",
    "dummyPoly = Polygon([(0,0),(0,1),(1,1)])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "a9e2fbed-247e-4a00-be18-5507b7e2b88f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "there are 9472 blockgroups for OH with total pop 11799448\n"
     ]
    }
   ],
   "source": [
    "# EXTRACT TRACT GEOMETRIES AND POPULATIONS INTO LISTS, COMPUTE TRACT AREAS\n",
    "STATE = \"OH\"\n",
    "tractGeom = tractPopFile['geometry']  #for some states, replace with tractGeomFile\n",
    "tractPop = tractPopFile['P0010001']\n",
    "tractCountyNo = tractPopFile['COUNTYFP20']\n",
    "GEOID20 = tractPopFile['GEOID20']\n",
    "nTracts = len(tractPop)\n",
    "statePop = np.sum(tractPop)\n",
    "print(\"there are {0} blockgroups for {1} with total pop {2}\".format(nTracts, STATE, statePop) )\n",
    "tractArea = [0.]*nTracts\n",
    "tractCountyNo = tractCountyNo.to_numpy()\n",
    "countyNo = [0]*nTracts\n",
    "for t in range (0,nTracts) :  #from odd-numbered counties in US Census list to integer list\n",
    "    tractArea[t] = tractGeom[t].area\n",
    "    countyNo[t] = int((int(tractCountyNo[t]) - 1)/2)\n",
    "isSkippedTract = [0] *nTracts  #this will house a temporary list of tracts for manipulation\n",
    "tractPop = tractPop.to_numpy()  #to avoid panda overwrite grousing\n",
    "nCounties = int( np.max(countyNo)+1)\n",
    "activeTracts = list()\n",
    "for t in range(nTracts):\n",
    "    if tractPop[t] > minTractPop:\n",
    "        activeTracts.append(t)\n",
    "print(\"there are\",len(activeTracts),\"blockgroups with population >\",minTractPop)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "65618178-a185-4e0b-bdcd-fd5cda6fe790",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "lets visualize the unpopulated precincts and build the list of populated precincts = tracts\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "we will skip tracts [6080, 3774, 9049, 2675, 6268, 8741] in building the county-by-county map of OH\n"
     ]
    }
   ],
   "source": [
    "minTractPop = 10\n",
    "lowPopNorthList = []\n",
    "populatedTractList = []\n",
    "print(\"lets visualize the unpopulated precincts and build the list of populated precincts = tracts\")\n",
    "for t in range(nTracts):\n",
    "    if tractPop[t] < minTractPop and tractGeom[t].centroid.y > 41.0:  #lake Erie only; ignore interior lake tracts\n",
    "        plotPoly(tractGeom[t])\n",
    "        plotCenter(t,tractGeom[t])\n",
    "        lowPopNorthList.append(t)\n",
    "    else:\n",
    "        populatedTractList.append(t)\n",
    "plt.show()\n",
    "skipList = [6080, 3774, 9049, 2675, 6268, 8741]\n",
    "print(\"we will skip tracts\",skipList,\"in building the county-by-county map of\",STATE)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "a619e262-3e70-4945-87b1-58245cc514c4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "working on tract 0\n",
      "working on tract 500\n",
      "working on tract 1000\n",
      "working on tract 1500\n",
      "working on tract 2000\n",
      "working on tract 2500\n",
      "working on tract 3000\n",
      "working on tract 3500\n",
      "working on tract 4000\n",
      "working on tract 4500\n",
      "working on tract 5000\n",
      "working on tract 5500\n",
      "working on tract 6000\n",
      "working on tract 6500\n",
      "working on tract 7000\n",
      "working on tract 7500\n",
      "working on tract 8000\n",
      "working on tract 8500\n",
      "working on tract 9000\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# CREATE COUNTY-LEVEL MAP OF THIS STATE - excluding lakeshore tracts from county building\n",
    "for s in skipList :\n",
    "    countyNo[s] = -999  #don't count these lakeshore tracts as part of a county\n",
    "dummyPoly = Polygon([ (0,0),(1,0),(1,1)])\n",
    "countyGeom = [dummyPoly]*nCounties\n",
    "lakeErieGeom = []\n",
    "countyPop = [0.]*nCounties\n",
    "nCountyTracts = [0]*nCounties  #how many tracts found in this county\n",
    "for t in range(nTracts):  #now loop through tracts, assign each to county, build county polygons\n",
    "    if t%500 == 0:\n",
    "        print(\"working on tract\",t)\n",
    "    if t in skipList:\n",
    "        if lakeErieGeom == []:\n",
    "            lakeErieGeom = tractGeom[t]\n",
    "        else:\n",
    "            lakeErieGeom = lakeErieGeom.union(tractGeom[t])\n",
    "    else:  #not a lakeshore tract; add it to map\n",
    "        c = int(countyNo[t])\n",
    "        nCountyTracts[c] +=1   #found another tract that belongs to this county\n",
    "        countyPop[c] += tractPop[t]\n",
    "        if nCountyTracts[c] == 1:  #this is the first tract found for this county\n",
    "            countyGeom[c] = tractGeom[t]  #seed the county geometry polygon\n",
    "        else:\n",
    "            countyGeom[c] = countyGeom[c].union(tractGeom[t])\n",
    "            \n",
    "countyMAP = countyGeom[0]\n",
    "for c in range(nCounties):  #now build the state map from the counties\n",
    "    plotPoly(countyGeom[c])\n",
    "    plotCenter(c,countyGeom[c])\n",
    "    countyMAP = countyMAP.union(countyGeom[c])\n",
    "plotPoly(countyMAP)\n",
    "plotPoly(lakeErieGeom)\n",
    "plt.show()   "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "a7166635-0d83-46aa-b73c-535dd70e05ee",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "9421\n"
     ]
    }
   ],
   "source": [
    "print(len(clusterID))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 286,
   "id": "43d57592-6835-4b34-9c4e-33ca2abfe14b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "there were 45 blockgroups with tractPop < 10\n",
      "I read in GEOID and clusterID for each of 9435 blockgroups. We expected 9427\n",
      "after merging, we are left with 9435 active blockgroups\n",
      "working on adding tract 0 to a COI cluster\n",
      "working on adding tract 1000 to a COI cluster\n",
      "working on adding tract 2000 to a COI cluster\n",
      "working on adding tract 3000 to a COI cluster\n",
      "working on adding tract 4000 to a COI cluster\n",
      "working on adding tract 5000 to a COI cluster\n",
      "working on adding tract 6000 to a COI cluster\n",
      "working on adding tract 7000 to a COI cluster\n",
      "working on adding tract 8000 to a COI cluster\n",
      "working on adding tract 9000 to a COI cluster\n",
      "I formed 1850 COI shapes.  Now I plot them.\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "nLowPopTracts = 0\n",
    "for t in range(nTracts):\n",
    "    if tractPop[t] < minTractPop:\n",
    "        nLowPopTracts += 1\n",
    "print(\"there were\", nLowPopTracts,\"blockgroups with tractPop <\",minTractPop)\n",
    "#READ IN blockgroup COI assignments (FROM Katy)\n",
    "COIfile = pd.read_csv(\"state_map_files/OH_ClustersbyBG_Mun16Dec.csv\")  #or ..._SC.csv\n",
    "COI_GEOID = COIfile['GEOID']\n",
    "COIgeoid = [str(COI_GEOID[i]) for i in range(len(COI_GEOID)) ]  #pd had interpreted geoid's as nos\n",
    "clusterID = COIfile['CLUSTER_ID']  #Katy numbers these 1-1850 or 1 - 615\n",
    "clusterID = clusterID.to_numpy()\n",
    "print(\"I read in GEOID and clusterID for each of\",len(clusterID),\"blockgroups. We expected\",nTracts-nLowPopTracts)\n",
    "nClusters = np.max(clusterID) - np.min(clusterID) + 1\n",
    "for i in range(len(clusterID)):\n",
    "    clusterID[i] -= 1   #renumber these starting at zero\n",
    "COIdf = pd.DataFrame( {\"GEOID20\":COIgeoid,\"clusterID\":clusterID } )\n",
    "#quick little dataframe since the COI file excludes some tracts ************************\n",
    "origTractNo = [i for i in range(nTracts)]\n",
    "miniTractPopFile = pd.DataFrame( {\"GEOID20\":GEOID20,\"origTractNo\":origTractNo} )\n",
    "mergedDF = pd.merge(miniTractPopFile,COIdf,on=\"GEOID20\")\n",
    "tractNo = mergedDF['origTractNo']\n",
    "mergedClusterID = mergedDF['clusterID']\n",
    "nActiveTracts = len(tractNo)\n",
    "print(\"after merging, we are left with\",nActiveTracts,\"active blockgroups\")\n",
    "nSchools = nClusters  #we will reapply the \"school district\" code to COI shapes\n",
    "schoolGeom = [dummyPoly]*nSchools   #again, common language\n",
    "schoolArea = [0.]*nSchools\n",
    "muniTractList = [list()]*nSchools\n",
    "tractMuniNo = [-999]*nTracts\n",
    "\n",
    "for s in range(nSchools):\n",
    "    muniTractList[s] = list()\n",
    "\n",
    "for fakeT in range(nActiveTracts):\n",
    "    t = tractNo[fakeT]  #t is the true tractNo in the original tractPopFile for the mergedDF's row no (fake tract no)\n",
    "    if t%1000 == 0 :\n",
    "        print(\"working on adding tract\",t,\"to a COI cluster\")\n",
    "    s = mergedClusterID[fakeT]\n",
    "    tractMuniNo[t] = s\n",
    "    muniTractList[s].append(t)\n",
    "    if schoolGeom[s] == dummyPoly:\n",
    "        schoolGeom[s] = tractGeom[t]\n",
    "    else:\n",
    "        schoolGeom[s] = schoolGeom[s].union(tractGeom[t])\n",
    "print(\"I formed\",nSchools,\"COI shapes.  Now I plot them.\")\n",
    "for s in range(nSchools):\n",
    "    plotPoly(schoolGeom[s])\n",
    "    schoolArea[s] = schoolGeom[s].area\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 287,
   "id": "1687bffe-46bc-4c64-9b8d-6d3c2963c47f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "I will now check if any skipped tracts are in the BG assignment list\n",
      "tract 6080 with low pop 0 was assigned to COI -999 and county -999\n",
      "tract 3774 with low pop 0 was assigned to COI -999 and county -999\n",
      "tract 9049 with low pop 0 was assigned to COI -999 and county -999\n",
      "tract 2675 with low pop 0 was assigned to COI -999 and county -999\n",
      "tract 6268 with low pop 0 was assigned to COI -999 and county -999\n",
      "tract 8741 with low pop 0 was assigned to COI -999 and county -999\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"I will now check if any skipped tracts are in the BG assignment list\")\n",
    "for t in skipList:\n",
    "    if t in tractNo:\n",
    "        print(\"tract\",t,\"with low pop\",tractPop[t],\"was assigned to COI\",tractMuniNo[t],\"and county\",countyNo[t])\n",
    "        plotPoly(tractGeom[t])\n",
    "        if tractMuniNo[t] >= 0:\n",
    "            plotPoly(schoolGeom[tractMuniNo[t]])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 288,
   "id": "bef59be1-0fc7-4e6d-92e6-5f561526fba4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "I will build a list of tracts / blockgroups in each county, then\n",
      "... compute the 2020 pop of each COI from its component bgs\n",
      "All done. The max and min COI pops were 35.0 339264.0\n",
      "the total state pop is 11799448 vs 11799448.0 from all COIs\n"
     ]
    }
   ],
   "source": [
    "print(\"I will build a list of tracts / blockgroups in each county, then\")\n",
    "print(\"... compute the 2020 pop of each COI from its component bgs\")\n",
    "countyTractList = [list()]*nCounties\n",
    "for c in range(nCounties):\n",
    "    countyTractList[c] = list()\n",
    "for t in range(nTracts):\n",
    "    if countyNo[t] >= 0:  #skip the skipped (empty) tracts that were assigned to county -999\n",
    "        c = countyNo[t]\n",
    "        countyTractList[c].append(t)\n",
    "    \n",
    "schoolPop = [0.]*nSchools  #here, we reapply the \"muni\" language for school districts    \n",
    "for s in range(nSchools):\n",
    "    for t in muniTractList[s]:\n",
    "        schoolPop[s] += tractPop[t]\n",
    "print(\"All done. The max and min COI pops were\",r5(np.min(schoolPop)), r3(np.max(schoolPop)))\n",
    "print(\"the total state pop is\",statePop,\"vs\",r3(np.sum(schoolPop)),\"from all COIs\")           "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 289,
   "id": "ad8e1114-fb9d-4a04-b9a4-508925d60c1e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "I will now identify the COI pop / districtPop for COIs at least 0.2 of a Congressional district\n"
     ]
    },
    {
     "data": {
      "image/png": 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ZIQYOdPNF1qq/izUaA9HRt7ucYraccb4OD78MqzUXozH83NVZaHYiYKkXEbAIQpNRFPh1pjqbrttlEH9pS9dIaGm5x7Gvfw3trq/xQP2Ne6K9FydiPdFoPUA2AyDLFgqLDuPrE+88VZGtztepqZ+Tmvo5np7tie/2IkFBI8/xBxGag5gT6g5NeVx3XkxTFoRWYvdXkLwJ9F7qVGagwFzA5wc/55Vtr7AudR0F5gJu+/02Ll12KSmmlBausNAsinPUnDzfToN3BqLd9bVz16mxV6CfMBckCbk8WHFIPPy0y3ZIyARiY+5Cq/XGpzyQKS09RdaZlc3/GS4ILT80QrSwuMOx0qzoEhKEplGSCyvLbzhjn4CAGDKLM5nw/QTnIV8e+tLllJyyHGL8Ys5lLYXmZClWEwYmLKqYiQmUhbUnV8ogb8Bkeg79nJ27plZ7ulI+C8hBr/cjLu5J4uKeJCPjZw4cfAyAYDdbVxRFpqwsHbu9CG/vOCRJ47Kv8vYFrQXvgyJgcYtjDItc+2GCILhn1bNQmgthPWDYg9hkm0uwUp1+Yf3OTd2E5peWAEvvgdwkdTuit5oFufcNZJRtIOn4G0T6RaMoCgEBQ8jL21TlEsXFSZw48Q7R0VPR6wOc5VZrHgcP/du5nZu7CUnSERAwBJ3Op8p1yswZ7Np1OyUlJ5xlen0gI0esJzPzN9JOf0VR0SG6x79KRMSVTfczEOpNBCzucEbWooVFEBoteQvs+lx9fekboNVTaims9ZR23u3OQcWEZmezwLrXYP08dYVy30i4+j01WHE4qWamPZ3+LafTv63xUnZ7EcdPzCcvfytd455FkjRIkhatzhcPjxhKS08CkJr2OalpnxMcPI5+ff/nco2MjJ84cHBmlWtbrXmsWdvLpezgof+g1/sTHDymgR9eaCwRsLjDEbCIFhZBaLwDP1S8/uY26HwxvnGTWDbhY57f/RZ7s/dWOWVKxynnsIJCs0jfCz8+AJn71e1e18Flb4JnoMthWl3tM8VCQy8hNHQip09/Q37+NvLyNrN1W8XfDw9jJMOH/4lGYyA3dyO7dk8DwFJpFpHD2cGKh0c0ZWWplbZjiIq6hcLC/WRl/c6Roy8xXAQsLUYELO6QRJeQIDSZ4Q9BUSYk/QWlebB/KexfShwSX0b2R+lyM6+Ty+cpKxkZOZLJHSZzTdw1LV1roTESFsFv/1InLngFq4FKz+r/TNtFXINsL8Uum1FkC/7+AwkMHE5u7gZ8fLri6RkLQEjwOA4cnElh4QEUxY6iyNhs+ZSZT/P3mu4YDGFoNR6oc0tkiouPsHnLJCpayl1bzC8ed4SystPs3HUbZWVp9Om9AIs1j6SkN7FacwAoLU0W41lakAhY3OEMWFq2GoJwXgiIhRsWqauQp26HY6vg6CrI2AundyKd3snjwOOeQeBjh1KrOpPEO7ilay7Ul6UEPp5Y0aoC8OAW8Amr8RSdzpf27e+rUh4a6jrGSa/3p1/fj13Kdu+5i5ycNepbW7Jc9smyhZKSpGrfMyBgKJKkxdMzhpEj1jnLd+2+0xmsAHh7d6U1zJa5UImAxR2iS0gQmp5WB+2Hq4/xz0JhBhxbDUdXQtIadVDuvm/VBxJEDYS4ieqjXX+xUndrJNvLg9A/1a6/nKOu+x/dX2uw0lh9+3xEWVk6smxGls3s2Xs3ZnMGPbq/jodHVKUjy4MOSUJCwte3V7XXc7SkdOn8OOHhV2AwhCGJzOctRgQsbhFdQoLQ7HwjoP/t6sNuVW98R1fC0dWQuQ/SdqiPNXPBKwS6jIceV4uEc61B1iHY9hEc+hmKzxor4h0K456CAXc0W5ApyzYyM3+p1Kqi/s622dTB3CmpizAa26HVeGCXS1FkKwoKnp4xdI17Do2m6q1Qls3k5W0GoKjoCJ6ee1EUG7Jiw2rNQ6fzpV3EdSKAOYcaFbDMnTuXJ598khkzZjB//nwAli1bxocffkhCQgI5OTns2rWLfv361XqdRYsWMX369CrlpaWleHh4NKaKTUPMEhKEc0urh/Yj1MeE58F0Wm19ObICEn+HkmzY+436mP6H2kpzobAUqzOtMvaBfzRE9IHgzhX5os6lrEOw4kl1PJKD0V9tBbOWQMfRMHA66Jv393he3iaXqcxnKyw8QGHhgWr3RURcTYD/wCrl2dlrkGU1P0xG5o9kZP5Y5Rgf7274+fVuWKWFemtwwLJ9+3YWLlxInz59XMqLi4sZOXIkN9xwA/fcc4/b1/Pz8yMxMdGlrFUEKyC6hAShpRn91ORiOcdc/x12mXD+r+5ss6h5S06shRPrIGUbVEpDD4DOE6IHQddLYMi9oDM0b50sJbDuddj0tjqQVtJA/GVqcNJxtBpwnkOOlhSAdhHXAqCgAAqlpSkUFCTg69uL8LDL0Gg90Wm9OHiofIXwGhKh+fr2JDBgGBZrDlqtD5KkRSPpkCQduXnq1Gu7vbhZP1er0gpakhoUsBQVFXHbbbfx0Ucf8dJLL7nsmzpVzUp48uTJel1TkiQiIiIaUp3mJ2YJCULLsJbBXy/ClgVq3g4AvTf0uwUG3wNh8bWf3xbJdrX1xBGgnNoM1rNujH7RaoBiSoPMA2prxsn16mPlUzDoH9DtUjUxn28797piSvOhMB3MhWorjtYA/lHqKtqO1pvCDHVJhS0LoLi8+6XbpTD5ZQjq2KQ/BncUFOyizJyOqXAfAP5+/enR43WXY5KTP6GgIAEvr060b3+vs/zEiXcpLUuu8Ubs6RnNgAFfIstWcnM3YLMVoih2kCRSc1LYmR7BKa0Fb69ktBoNXgYt0YGe9I7yF91EzaRBActDDz3EZZddxoQJE6oELA1VVFRE+/btsdvt9OvXjxdffJH+/fvXeLzZbMZsrlhbwmQyNUk9quVsYRFdQoJwTh1bVbGaM8Alr6rBiod/y9WpOZhOw+HfyoOU9VCW77rfK0RtuXA8gjpV3GhlO+QkqS0ex1arg5V3fKI+QG19CeoEwZ0gqLPafaT3gtzj6iMnSc04W5JDtXQeENxFbeHKPlJR7h8LU15RW1ZaQGHhQXYkXO9SplTTba+gBrqSpK22XKnji2ha2pccOfqiS9n7Ox/iUG43OFAI7HPZ9+XdQxnZJcStzyDUT70DliVLlrBz5062b9/eZJWIj49n0aJF9O7dG5PJxFtvvcXIkSPZs2cPcXFx1Z4zd+5c5syZ02R1qJXoEhKEltF5PMSOUBdJ9AhQb9ZtOVgpK4D8FDD6gHeYmtV152JIXF7RggRg8IUOo9TP22kMhHavuZVEo4XQrnDdR+pg5RNr4dAvautM3imwlULWAfVRF89A9eer9wKbGQpSwFZWaVqyBJH9Yeh9auK3c9z1U1mZOR2gfLHD7gDExNxR5ThFrj5gsdvLyg+wn32KC7O5Ynp0UOAoADVYKTehexhWu8LaI+pg49S8kvp8jDaojawllJKSwowZM1i5cmWTji8ZNmwYw4YNc26PHDmSAQMG8M477/D2229Xe87s2bOZObMiS6HJZCImprkWRhNdQoLQIgxecNt38NmV6jiOxVfAHT9DeM+Wrln9FefAOwOqtp44xAxTB6t2Ggvt+qnTvutLq1fH9XQpz1lit0J+ckUriuPZWqZ24QR1UltcgjqpD6Ov6/VkO+Sfguyj6u+/mKHgFVT/ejWH8kDDx7srgwZ+U/NhNbSwaDRqsKWtZn0hF5WSxIWHX0Zk5I3wzW8AvHNLf67oGwnA3Yu3s/pQVrWXEJpGvf5FJCQkkJWVxcCBFSOq7XY769at491338VsNqPVNn6kukajYfDgwRw9erTGY4xGI0ajsdHv5RYxS0gQWo7RB25fCp9dBel74JNL4MbFruvPtGal+XDwJ9gwryJYkbTqDdcvSu1SGfQPCOve9O+t1asBSXDnhp2v0VYEM62MoyunwLSLtNPfYDLtxWzOQJbN+PjEE9flKSRJUsedAJKkO+t8GwAaqfZWotDQiZw6tQCA4pLjAHQO9SbpTDGhvhX3IMeIATFyoPnUK2AZP348+/a59tdNnz6d+Ph4Zs2a1STBCoCiKOzevZvevVvJdDHnoFvxN1EQWoRnIEz7Cb6+Ve0e+uJ6GP0fuGgm6M7RF5f6Ks2H7R/BpnfUriBQu1tu/EztVjEXqgGLGKDZIJKmItA4fPhJl315eZuJjroNL6+OlQIW1y41uXym1dmBzNk8KyWcy8lZQ1yXJ9Br1WvZ7BX3hD8Pq60r3yekcvOQ2Pp+HMEN9QpYfH196dXLNSOgt7c3wcHBzvLc3FySk5M5ffo0gHOqckREhHMW0LRp04iKimLu3LkAzJkzh2HDhhEXF4fJZOLtt99m9+7dvPfee437dE1FzBIShJbnGQjTfoRfZsCer2HtK+o6RJfPU8d6tAaKoo5H2fO1mpvEUqSW+0SoaygNvBM8/NSytjwWpxUIChxFhw4PUVychN1ejI93V7y94zh+/P8wWzLZufM2IiKuIi9vC+AamMiyBVkuBSq6hmpiMITg7R1HcfFRQkLGA6DTqvcEqyyXX68icHHsE5pek2e6/fnnn12SwN18880APPfcczz//PMAJCcno6k0gCw/P597772XjIwM/P396d+/P+vWrWPIkCFNXb2GEbOEBKF10Bnh6gXqWI/lT6ip3xdfAZEDYNB0dSCoofbVfutFltUBpyc3qI9EdewC3qGgNar18Q5Rn02noSBVHaTqEBoPF/0Lel7bsDEpQo20WiOdO82sUn4qeSFYwGzJVF+X0+v8sdmKKSw8QG7uemTZgl4fjNEYWev7lJamUlysDk8oKTlJ1pkVau4ZYNvxHMxWOz/vOe08fvaUZujaEwCQFOX8uAubTCb8/f0pKCjAz8+vaS+edwre6qNOD3w6o2mvLQhCw5TmqzlaEhZXJFIz+kGfm9TgpaEDc21mdS2c/d+rzzUNkq2JzgN6Xa+OS4kUax6dazt2XE+BaVeV8k6dZpKXu4m8/C3OMn//QbUO2AVITv6Yo8dedil7bfsjJOZVncH6j5EdefaK8zSR4asd1NXVH9oGod3qPLw+3L1/i5DfHWLQrSC0Pp4BcNmbMOYJ2P0lJCyCvBPquJHtH0H0EDVw6XkN6D1rv5ZsV5Ou7fteXQ/HMeYEwOADscMherC6YnREX/V6drM626YkW332i1QTrflFN3+mWaFmNYwJslpyncGKwRCKwRBCdPTtdV4uJGQCuXkby7Ppqtee0mkTHAcPrzgM+kAA/Dz03DGifdN8BqFaImBxh8jDIgitl08ojHoURvxTzUGS8KmahC11m/r44wm11SWyPwR2hIBYdcVgjQ5Sd6gtKQd+gKLMSteMgF7XqosrRg0U3TltiK9vbwoKdgLg5dWFkJCxJCf/D1mpWM5g+LA/0enc6zr08mpPv76fuJRJ0q30Dn6HXr3eITxsRJPU29HZcXaWXFm2YLXmARokSUKjMaLT+VZzhebW8mNzxL9Cd4hBt4LQ+mk00Hmc+ijMhF2fq0nZ8pNh28Kqxxt8KgbFgpqYrsdV0Pt6aD+yZRYTFBotwH8gqamLAbDZCpxjDy2WbOcxGk0TzSxrohEVZnMm27ZfjcWSjYcxAk+vDkhIyLIFU+F+5wBhlYYePV6nXcTVTfLebYkIWNwhBt0KQtviGw6j/w2jZqqzdQ7/qqahzzsBBWlqDhRLkZrRtdulapDSebzoyjkPJB1/w/laq/Vyvj5zZkX5Kw0aTeNufY4p0kodWXLdZTLtw2JRp0WXmU9TZj591hGO1g0FkCko2CkCFqEGoktIENomjQbiJqgPB1lW19spzoaAmKadVSS0OFm2ABAcNJr2HR5EI+nIyV2P2ZyF3V5IcPC4Rr+HI9mcUqmbqTEcgY+nRyzdu79CmTkdCQmQ8Pbpio93VyRJw/Hjb3HiZPXZ38+ZFvziLgIWt1SObgVBaNM0GnUqsrdYoO585MiA27nz4/j6qlOMhw1dXr5PaZKVlCWN2hLnCI7qX0cF9X6ioCgKsqJex+gRQWDg0EbX73wlAhZ3VM6QqCgiM6UgCEIrJMsWZ9fK2WsHqWVN87tbUx6wJB55gSNH/4sj+FADECptgyMocS2rnoSYAl8bEbC4o/JfctkuZgwIQhuiKAqltlKKrEUUmAsI8ggi2DMYgD1n9nAo5xB2xU6prZQyWxkhniHc1O2mJru5CedOVtYfgBqseHi0a7b38fPrQ1bW7yiKpUl7SAIDh9V90AVM3Hnd4fKLS3QLCUJrpygKM9fMZFvGNoqtxdgrDY7Ua/SsvH4lZruZ23+vPg9HmFcYF8e2kcUVBSeL5QwAwcHjmnXqb/vYewgPvwJFtkD5WBOQzgpyJZAk51iUiu1K+53nSEiS1qXOJSUn2ZFwA1ZrbrN9jrZGBCxuqfSXUMwUEoRWL6csh9XJq13KNJIGWZGxylaS8pOI9o122X9Nl2v44dgPAGzP2C4CljbIZi8B1PV/mpuHMaJZr2+15tYQrGjw9x/QrO/dWokOM3eIFhZBaFP0lRa0W3ndSrbeupXdU3fTJaALAHevvJtLll7iPGZKhym8MPIFHur3EABl9jJagxMFJ7hrxV3c/vvt3Pb7bXxx8At2ZOxgz5k92MrXsxFURUWJJCf/DwCdtmlmfr3//vt07NgRDw8PBg4cyPr16906b+PGjeh0Ovr16+dSvmzZMgYNGkRAQADe3t7069ePzz//3OWYdevWccUVV9C9++VMGH+cjRuKnfu6xj3DmNEX5pRmEC0sbhItLILQlhi0FflU/I3+eOnVfBy9QnpxLP8YABISPgYfOvl34sZuNwJg1KoJxSz2hs3+aGo/J/3Mtoxtzu29Z/Y6X18bdy1zRsxpiWq1OjZbEQk7b8VuVxMBBgQMbvQ1v/nmGx599FHef/99Ro4cyYcffsiUKVM4ePAgsbGxNZ5XUFDAtGnTGD9+PJmZmS77goKCeOqpp4iPj8dgMPDrr78yffp0wsLCmDx5MgDFxcX07duX6dOnc9111+Hl3QVPTwOlpac4cfJdwsMvB1og020rGNMlAhZ3iBYWQWgzkk3J/HjsR+f2zqydjIoaBcALI9RWFC+9Fz56HzSSayOzI2D5JekXlp9YjkbSoJE0SEjOZx+DD3MvmotW0qKVtGg0GudrraRFp9ER7Rtd5doNserUqhr36STx69vBZjNhs+U7twuLDhEaOrFR15w3bx533XUXd999NwDz589nxYoVLFiwgLlz59Z43n333cett96KVqvlxx9/dNk3duxYl+0ZM2awePFiNmzY4AxYpkyZwpQpU5yp+mOip9G71yi2bb8CqzWPk6c+pGvcU436bG2V+BvvFtHCIghtwRcHv+DV7a+6lMX4xjhfS5JEhHfNYw96hfRCr9Fjla1Y5eqTghVaC7nzjztrrcfA8IF8OvnTRs80yi2tOoahS0AX7up9F5d0uKSaMy5MHh6RDBq0jJ07b0WWG9+dZ7FYSEhI4IknnnApnzRpEps2barxvE8//ZSkpCS++OILXnrppWqPMZn2cjjxWaxWEwkJuRw6tI9p06xs3rKZrnHPEBw8huLi4xw+/CQAiYnPEhJa0cVVkL+j0Z+vrRIBiztEC4vQwjKLMzHbzciKjFL+Hwou21bZitlmpsxehsVuwWw3Y5ft2BX1ISsyNtmGrMjYFTsBxgAmtZ+EXqt3eS9FUUjITCCrJAuNRoNO0qGRylsRNFrna42kQaeptE+qtK/8PK1GSzvvdk3S2uCOv1L+ctn+YMIHtPdzfwXdPqF9WH/zeoosRSgozp+vrMgoisL8nfM5ln9M/RnKdufP0vFsV+wUmAtIyEwgtyzXOX26LlbZ6vKrRSNp0Gq0TOowiaVHl7oca9Aa+ObwN3yb+C0AjnknOo2O27vfzrjYxmdybUtOnnyfpONvupTZywffNlR2djZ2u53w8HCX8vDwcDIyMqo95+jRozzxxBOsX78ena7mW+uxpKWMGf0zVquCRiPxzxnB9O5TQknJCfbsvZ/u8f/l0OEnnVl0NRojen0QGo0BrdaLdu2ua9Rna8tEwOKWyi0sIj2/cG59sv8T/i/h/5rl2lqNtso39V+P/8qTG55ssvcYFzOOty9u/nTiFrsFg8Z1LaCnNjzFyutXuoxpqYu33htvffWDNueNnVfruVbZyoDP1RkcOjfXq/n84Oe8seMN5Eq/W/wMfiy+ZDGeOk8Aruh0BUfzj3I49zAHcw7WeC2bbLvgApb8/O1VyizmMw2+XmlpCkVFSerrslRKSk4gSToUxYbZnI2iWDGZ9qHT+eHlpQbDdrudW2+9lTlz5tC1a9dar+/lpeXDhdF4e43h0KEQXn/9f/Trdw3t2v2Jolg4eOg/Lsf36vUWoy+6usGf53wiAhZ3SKJLSGg5OzIqmoB99b5qOodKYyoc3Q56jR4PnQcGrQGjxohBa0Cn0bm2eJS3kjjGRnx+8HMmt5/s0nVxouCE8/Wg8EEVLTSyXGNrjWO/Takos8k2Sm2l7M7a3Sw/F0VWWPfNEfavTUPvoSWwp5aNho0ux+SU5ZBdmk2kT2Sz1OFsVntFN1LlmUpnO5hz0NlCcnYLCoDJYuKan69xbkf7RvPfUf8luTCZpPwkFKW8lQ1QUNiTtYfFBxc31cdo1czmLPYfmIHFkoMkabBYqnabGY1hDbp2VtYf7Nv/UHnrB2zY8E+gInjdty8bT08L23dcDUDfPh8REnIxhYWF7Nixg127dvHwww8DIMtqq5xOp2PlypVcfLE6TV6SICpKT4f2/bjuun9x8mQhn392iq+++oTT6d+Tk7MOu70IozECON6gz9G8xFpCrZzoEhJazuCIwaxPU6dTLr1yKevT1lNqK0VRFHwNvgwMH0hCZgKdAzrTL6yfW9d8e+fbfLTvI/ae2cvm9M2MiBwBwM7Mnc5g5s6ed/KvQf9qcL0zijOY+P1EiqxFVfbZZTuJeYkkZCZwuug003pMo51P3ZlJrXYrPxz7AatsJUITxeG1aquEtcxOVoIdhlc957IfLmNou6FMbj+ZSR0m1dh60hQqj3s5u6utsvd2v8e61HUuZXMvmsuY6DE8uf5J1qSucdkX4hmCJEm092tfbReXXVYT47nbqtOW5eauJz9/W63HGBoYsBQVHwHAaPSkWzdvdu2SGTPGB0WxI0ladu48zahRgc7jS0pPAeDn58e+fftcrvX+++/z119/8f3339OxY8eKHY6WNOeKzwpms5ng4DEEB49Bls0UFOzCx6cbENSgz3G+Ov//djcF0cIitKD4oHjn60lLJ9V4nJ/Bjw03b3BroOc/B/yTDWkbOJR7iKVHllJmK+OHYz+wJmWN81rjY8c3qt6OqcRW2ap212gNZBRn8MOxH/j+yPdklWQ5j/3l+C/c3v12egT3oKN/R+YnzGfz6c3EBcbx8eSPnTfijac38uKWF53n3eg5m6DSikG0X0z+kr25ezhlOkVKYQonCk6QXpzOxrSNbEzbyNxtcxkfO54rOl/B0IihaDVV15tpjMoBS22zeByDafuE9GF09GiCPYOZ3GEyeo2ep4c9zaCTg1AUBb1WT4AxgAntJ9R4rcrvq61m/ZzzjV02A+DvP4jOnR4rX+xQKX+W0Wi9CGhgYjXHqsmR7W7guee6M3XqVK684hWGDx/OwoULyc5O4r//3Yyp8A1efvkLLOb/sXTpdDQaDb169XK5VlhYGB4eHi7lc+fOJSBgAz6+VspKD/HTj/P47LPPWLBggfOYkhIrp055AGowdOLECXbv3k1QUFCt06kvBCJgcYtoYRFaTlxgnFvHmSymes1KCTAGALDy1EpWnlrpLI/yieLry74m0COwhjPd462raMn47sh37Mvex/ITy51jNXz0PsQHxbMjcwcF5gLe2/1elWvszNrJR3s/4o6ed7Ds6DKXGUDxQfH8OWQhcUdG0i9dDa5KysqY2mOqyzWOFxxn1clV/Hr8V06aTvLr8V/59fivhHuFc0mHS5jScQo9Q3o26rM6fHnoS+fr9OJ0ly47wLmdWpQKwCMDHmFYO9f1Y8K9w7mj5x31el9HEjkZmezSbADntFjlrN9ZOo2OII+29c1dli1kZ/+F2ZxJ2uklgNrt487aO7JsJjd3E7Jsprw/FagYrOzYAigpTirf1HDTTTeRk5PDCy+8QHp6Or169eL333+nffv27N0nk5tjIy8/jdzcjSBp1IULnd20GsrKMpDlMkpKTjnHuhQXF/P++xvJyjJjNH5M166dePfdmVx1VSy5uZsICBjCjh07GDeuYhzSzJkzAbjjjjtYtGhRo36ObZ2kKOdHk4HJZMLf35+CggL8/Pya9uJ2K7xYnur58RPg1bb+sQttX6mtlK3pW7HYLfgafBkSMQSrbGXvmb0EeARw3c/qzIGfr/6Zjv4d67ia6q/kv/h438fIiuzMJeJn8GPW4FnE+MXUfQE3DP9qeJUuoYHhA7mh6w1MbD/R2eqy4uQKFh9YTE5ZDhpJQ4hnCB5aD06aTla5ZqAxkIf7P+xM9maVrcz8eyZrUtfgqfNk4cSF1XaNKYrC3uy9zhwrJosJAE+dJ6tvWI2foXG/NzKLM5nwfe0tIWdbOHEhwyOr6ceqp++PfM+cze4nkXu438Pc1/e+Rr9vc7NYcsnL30pm5s+cObPSZV+7iGvp0eP1Oq9x8uQHJB2v+ziAY8SRQTuuju5O366P13jc3n0PcebMH25dE6BXz7cJD78MgJTUzzhypPo/q44dHqFTp0fdvu459VonKMmBB7dAWPcmvbS792/RwuKWls/wJ1zYPHWejI0Z61Km1WgZ0m4IZrvZWfaftf/h68u+rnX8hMPFsRc3+3o5jw18jJWnVmLUGgk0BnJr91vpEdzD5ZgI7wju6HlHlVYFRVF4fN3j/HFSvTG092vPtB7TuLLzlXjoPJzH6TV63hj7Bo/8+Qib0zfz4OoH+d/k/1V5H0mS6Bval76hfXl88OOsSVnDv9b+i1JbKfuz9zvH8TSUh86DLgFdOJZ/DKPWWGVgrPp/+X+KQqRPpEt3X2P0C+1HkEcQeWV5AM5WHUcrguNZRkZWZPZm763+Qq1IWdlpduy4HrMls9r9MTHT3bpOQGDVrLfOtXjKv68ft4ez2DyOBLu6dIO3pKNvLdeMirwZszlDbbVRZBTk8hYtWe2aKi+zWnOx20soLjmO1ZrH6fTv0Wo86dDhYYqKDiPLZmTZQmnpKczmDCyWbLc+04VKBCzuEGNYhFbIMRsHoEdwDw7mHCQxL5E/U/5sNUnFbux2o7MlpL4kSeKZ4c/QP6w/0b7RjIoaVWM+F6PWyPxx83lg9QPszNrJfavuY9Eli+gc0Lna4w1aA+Nix+Gr96XQWoiXzqtBdazM3+jPD1f90OjrNESXwC6svWltlXK7bMcqW51B0g/HfuCVba+wLnUdq0+tZlTUKJfgrzXJyPzFGaxIkgGt1ojNVghA3z7/w9e3R22nOwX4D2TQoGUcPPgvSkrUGXC+vr3pGveM+nfsaCofpboGCkVS7d2hwcEXERx8UZ3vfTjxGdLSvuLEifmcODG/yv6hQ5bj49OVo8deITn5I7Taxv89bD4t/8VdBCxuEWNYBJWsyNy/6n52Ze1Cq6lIx145uZiCgk22EeYVxnvj36ODf4cmee9vE7/lzR1vYrFbsCv2KmMTHCpPrW3r/Ax+3Nr9VreO9dJ78d7497h75d0cyDnAfavu44tLv6gxs22prZRSeykAf5z8w+0ZVm1FVkkWN/16k3NMy9keW/MY/xr4L+7sdee5rZibKid/UxQLnTo9iY93V/z8+qEtX0LBXf5+fRky+BfWrFUHwKamLqZjh4cxGIJcgpVLQ/z5PbugaT4AoNPV3s24ddulhASPo7hEHTuj0bbO4LG1EKs1u0O0sAjlcsty2Zy+mTJ7GcXWYkwWE3nmPPLN+ZgsJgqthRRZiyizl5FcmMyurF1N9t4rTq6gxFaCTbHVGKwEeQQxIPzCXHoewMfgwwcTPqCTfycySzK5f9X9FJirvwH5Gfx4bvhzgDpY9tfjv57Lqja7o3lHawxWHLwNzTfFu7Hax95NRERFLpojR55n565b2bb98gZdT6v1RKcLcG6v3zCYM2dWcnVYRVmkh9qVqmuihf46d/o3fXp/SNe4Z+na9TmCg8cSFHQRfn6ODieF7Jy/KC09hSTpCAgY0iTve74SLSzuEKn5hXIeWg90Gp1zVgaog0Dfuvgt/I3+zoRu/1rzLxLzEjlRcILdWbudLTDdArvhY/Bp0HuX2tTWgBdHvsioqFHVpsd3vD6f/Zn8J/vO7HMuTKiRNEiS5Px5aCQNwyOHc7zgOEkFSfyS9Au397i92mtd3eVqDuUc4qvDX7Hi5Aou79Swm2Fr5Mg3E2gM5I/r1HFASflJ/GPFPyizl6GVtPQJ6VPj+XlleZTZ1HV5PHWeBHgENHudK9PpfOnZ4w0s5jPk5m1wlpeUHFdbMhX136CmlgR9Z4uKuoVTpyqmEO/d9wA/ShWJ+w4Uqf/GtE0UsEiSRGhoxUDsmOhpztc2WzEZGT9wJns1gYHDaRdxTYMT3l0oRMBSX6KF5YLmY/Dhf5P+x9G8o/xy/Bf2ntlLnjmPJ9Y9wR/X/eEc7NjRvyOJeYl8euBTPj3wqfP8LgFdqoxzOJhzkFnrZmGymCixliArMkGeQfjofbDJNjx1nnjpvdiXrSamivCOIMQz5Nx96FakxFrCv9f8G5tiq/vgco5AryYDwgfw1eGvMJlNja1eq+KYtm6RLc6cOL1De7Pxlo0UmAswaA34G/2rPXfJ4SX8d+t/ndsSEq+PeZ3JHSY3e73PFhY2xSVgAfh7TQ8UxYIk6ena9Vmio9zrNuzS+d906fxvUlIWc+ToC+TgutbT5vxiAFKSP2Zd2k9UHg5QMT296nRo9Yusguuk27PvFWqQ5enZgX59P8FgCCI6+naio6sPpoWqRMDiNgnRuiKAOi13YPhArux8JbPXz+avlL84XXwaBcU5G+PyTpdzKPcQNtmGhERmSSZW2cqx/GNM+G6Cy6yRM6VV1z3JKK5+gTWACK+aVxs+30mS5BKsXN/1erSSFlmRqz6Q8dJ5cWXnK2u9pmM6s2Oa8/nC0dJWbC1mbcpaxsSMAdQBx8cLjvNN4jd46jy5oesNVcbvOIJjx3VkRSYxN7FFApZ27a7DbM7gxMl3nGWKYil/tpKfv83tgMUhJuYOTp/+hszifHRYseHaShMlJ2KVq6b8bwqFhfsoK0vFYGij6TFa8Eu7CFjqTQQtgspL78Wzw591rhBcORHVmJgxzhsEQJmtjPHfjcdkMZFZUv00zeviruOu3nchIZFXlkeRtQidRkeprZQSWwkl1hJCPUObbBBvW+Sh9SDYI5icshxADVh6Bjcu6Zuf8fwMWCp7+K+H+f6K7/n9xO98sv8Tl30/J/3MOxe/Q5/QPiRkJqBBw/pUdSmIGQNmkF6UzrdHvq11baTmpNHo6dTpUaKibmXDxqo5axo6s6aoOJFw4D3lboLbP4HOEMyJUwvRWpLpHjaUjh1+dzneZdxYlZYUCSTprGR0UJGlTsJUsJtDh59AozHg4+PeDCfBlQhY3CVJ6l9S0SUkVOLI2iohkVaU5hxDAThnDDlmDy2ctBBZltX9Zy1g6KnzJNavIu12tG90i3ye1k6SJO7pcw+vbHsFP4Mfnf2rn7ZcH46MvCXWkjqObFsifSIZEDaAnVk7AXh1+6tsz6i6sjHAI389gr/Rv8oAZUVRsMhqa4Y7uX2aS1FRIlu3XepSFhIyAa3Gg+hK40Lqo13EtaRnLMOHIsynnsYMOEaQ+Pn2Kl/Lp3HKyk5zKnkhFksOWVlqAOTn1w/NBbDmU3MQPzW3Ve6rFARV5cRgU5ZNqfP4KR2m8NqY15q7Wuc1R6K8PqF9miSHiGNwaomtBEVR6rW8QWum0+hYPGUx/1jxD7ZnbK82WInyiSKzJBObbKPAXEA773aEe4Wz+8xuQM0tY8lXAxaDxnAuq++itDS5SlmXzo/j7d3wgLVTp5l4esZiseZgNmdiseQi20sxerQjLKxpBl+npn5OaurnLmV6XfXjhoS6iYDFXZJUPq5KBCxChRDPEEZEjnDOBFIUxTl+QkPFDBZZkTHbzRzIOdDSVW6VDuQc4M0db1JmK8OgNXBfn/tqTFk/KHwQAAmZCZRYS5wDShvKEbDIikyprbTR12ttXhjxAmtT16IoCgv2LMBkMTEgbAAP9nuQ+KB47vzjTo7lH6ODXwcWT1lMkEcQ+WX5bM/czujo0WxJ3wK0bAtLaOhEhg/7E4slm4SdNwGgaWQA5eHRjo4dH2mK6tXILquzrIKCLiI87HL0ej8CA0c263uez0TA4jbRwiJUpZE0fDjxwzqPO5B9gJt/u9llNV9BnTo7a90sNqdvdim/d9W9RHpHotPo0Gl06DV657NjheVSWylLjy6tsthhfXnqPJGQUFAothafdwFLtG80t3W/DYACSwEf7PkAs92MQWvgwT8f5Fj+McI8w/hg4gfORRH9jf7EBcSRbEom35wPtGwLC4CXVwc8PCq6So+fmI9BH4wk6ZAkDUhaJEmH0RhGu4hrGhTQKIpCSUkScuV/p2ctXlmVVOOxJcXHAfD17UVk5PX1rk+r0gpaHkXA4i7HH5ZoYREaQFfeZy0CFlc7M3e6BCtBHkHklqmzM04Xn67z/GRT1a6C+pIkCW+9N0XWIoqtxYQS2uhrtlaOabcHcg4wbbk69sPP4MeCiQuI8olyHvfx/o95a+dbLue2ZAtLBTsajRFZNpOR8WONRxn0QYSGTqz31ZOOv+mSp6WpVB/oCPUlAha3iRYWoeEcMyxEwOLKqHNNsf7e+PeI8I4guzQbq92KTbGpz7INq1zx7Pg5jo4e7Tz3/fff5/XXXyc9PZ2ePXsyf/58Lrqo+vVeNmzYwKxZszh8+DAlJSVogjT4jfGj6LKKlaU/+ugjPvvsM/bv3w/AwIEDefnllxkyxDUbaVpaGrNmzWL58uWUlpbStWtXPv74YwYOHNgkP6OmNC52HH8m/0mprRStpCXEM4QnhjxB18CuLscdzTvqfO1v9CfII4juQd155M9HCPUKZebAmQ1OgNgYGo2Rvn3+R37+dmTFgqLYQZGRFRsoMqlp6ngRx5pD9VVUdBgArdYHrdazvLTid37teVaodp/BEEJYWOtY26utEwGLu1pBc5jQdjkDlvNonZ+mMCRiCDd3u5kliUsAuPW3W1l1/ap6r2L8zTff8Oijj/L+++8zcuRIPvzwQ6ZMmcLBgweJjY2tcry3tzcPP/wwffr0wdvbm+vfup6d7+/k836f8+rjrwKwZs0abrnlFkaMGIGHhwevvfYakyZN4sCBA0RFqa0ReXl5jBw5knHjxrF8+XLCwsJISkoiICCgcT+YZtIzuGe9Fmi8svOVDAwfyJ4ze7j252ud5WOiXaftn0tBQSMICqp+Ze2SkhPlSebU39dWax4FBbswGsPx9a17+rsje263rs/Trt01dRwtnGuNyuE9d+5cJEni0UcfdZYtW7aMyZMnExISgiRJ7N69261rLV26lB49emA0GunRowc//NAyq57WSXQJCQ3g6BKqnNJfUJOYPTXsKf4z6D+AOtsqrSit3teZN28ed911F3fffTfdu3dn/vz5xMTEsGBB9c37/fv355ZbbqFnz5506NCBnpN64tvbl4TNCc5jvvzySx588EH69etHfHw8H330EbIs8+effzqPefXVV4mJieHTTz9lyJAhdOjQgfHjx9O5c+OnW7ekI3lHADVHy3ObnmPZ0WUu+0dEVR8wtDz19/PRYy+zfsMw1q0fxJ6995Cw82aXxRRrIpdP4ZbEtONWqcEBy/bt21m4cCF9+riuRVFcXMzIkSN55ZVX3L7W5s2buemmm5g6dSp79uxh6tSp3HjjjWzdurWh1WsGoktIaDhH/79Vtp7VrCwATOs5zbmuTU2LFdbEYrGQkJDApEmTXMonTZrEpk2b3LpG2akySo6WEDcorsZjSkpKsFqtBAVVZCj9+eefGTRoEDfccANhYWH079+fjz76qF71b42KrcXVll+9SebTeTaSr7yG7A8+wJJa/+CyOfn4qgnZrNZcLJaKDNJ2ewl2e+1LNEBFC4tGatkBxkL1GhSwFBUVcdttt/HRRx8RGBjosm/q1Kk8++yzTJgwoYazq5o/fz4TJ05k9uzZxMfHM3v2bMaPH8/8+fMbUr3mIQbdCo3g6BJSULAr9hauTevkyDjrmJXiruzsbOx2O+Hh4S7l4eHhZGTUvMQBQHR0NEajke8e+o6g8UEMvWpojcc+8cQTREVFufxuO378OAsWLCAuLo4VK1Zw//33889//pPPPvusXp+htXF0yV3R6Qq6BHRxlg8/LONtBsuxJM7Mf4ukCRM4ccONlOxsulXJG6NL51kMH7aaQQOXMnjQD1w0quJLryTV3WriCFhEC0vr1KA/lYceeojLLruMCRMm8NJLLzW6Eps3b+axxx5zKZs8eXKtAYvZbMZsNju3TabmTqstWliE+tmavpV1qetQULDYLc5yq2x1dhEJFRwL8b2+43UW7l2IUWtkSscp3Nf3PrfOlySJeQnz2JW5C42kYf+R/WSWZHLfqvucq1k7nh3J4Sa/PhlrqZU/1/9J5neZ/D3ob+7sdWeVa7/22mt8/fXXrFmzBg+PimR1siwzaNAgbnrsJpYcXoI93k6PS3sw+7XZHO54GKk8XbskVWQ1liQJDZoq+4I9grm9x+146tTBnma7mR+P/kiuOddlJWpHfp/qHo7PppW0RPlEMSB8gFs/O0VROJp/lCJLEZIkOWdqDWk3hFk9HuGjn5+htLSIGE0akI2hS2csx5IAKNu3j/yl3+M1oL9b79WcJEnCy6ujc9tuL6u0T1vn+Up5l211ieoEhza0ltCSJUvYuXMn27dXn+K5ITIyMur97Wju3LnMmTOnyepQJ9HCItTTrHWznGveOOg1emfqfsFV75De/Hb8NwothRRa1FkeH+37iFFRowjyCKKdT7tqzwsJCUGr1ZKUksSnpRUrY6efTsfqbWXT6Tq6hbQQNDYIm8nGioUr4EnX3W+88QYvv/wyq1evrtIF3q5dO3r06MHCvQtZl7oOgByfHM6kneGX47/U8yeg5kyZ0lHNmPx3yt+8tLVxXwh/vOpHOgfUPZ7ml+O/8NSGp6qUGyQ92dPu4bKkJJdyR7DiYM/Na1Q9m4/sfFVYeJDAwCG1HAsKauvn0aMvYTCEEBF+RbPWTqifegUsKSkpzJgxg5UrV7p8y2gKZ6fDritF9uzZs5k5c6Zz22QyERMT06R1ciVmCQn1U2JTB/ld0uESon2jkZDoF9YPo9ZYx5kXptu638bo6NEUWgrJLcvlgdUPYLabufm3mwEYEDaAW+JvYVKHSS5Bn8FgYODAgaz5cw2UjwV9bfRr3PfSfYybMI6po6Zil+3IioxdsTvXfzrbz7t+ZmPCRpey119/nZdeeokVK1YwaNCgKueMHDmSxMREesrqDJTuQd0pUArYG7m3QT+D9anrSchMYHfWbhLzEp3l18Vd56y/oiiuzyjq50N2HrMxTf0cSflJbgUsqYWpztdBHkGU2koptZVSnJmGpTxYMXTsiKTTYT56tMr5RX//jWKxIBla19iPygsj2ux1T3WOiryFxCPPAWAuS2+2egkNU6+AJSEhgaysLJf8Ana7nXXr1vHuu+9iNpvRautudjtbREREldaUrKysKq0ulRmNRozGc/iLX7SwCA30zwH/JMa3OYPp84fj56QoCtfGXcu29G2kFqk3051ZO50L+V3S0TWvxcyZM5k6dSphtjA8u3iyfP5yctNzeeOJN2jfvj2zZ88mLS3NObbkvffeIzY2lvh4dazGhg0b+O3T33jkkYpU7a+99hrPPPMMr3/4Om+feJuP0z4m1jeWwe0HM7nrZCRJ4rHHHmPEiBFYl1gxdzMTlRPFb0t/Y8yjY0ghpd6fv7pWmZu73cxTw6q2ftTmkb8eYU3KGr4+/DWb0ze7DPT21HlyR887iPCOcJZVXonZ0R0E8OXat5kLyBJ4DR2CZ+/epD/1dLXvWbx1Kz415L05l8yWbA4ffpKystOEhIx3lut0fnWeGx19Ozm568nOXo1Wd+7zzAi1q1fAMn78ePbt2+dSNn36dOLj45k1a1aDghWA4cOHs2rVKpdxLCtXrmTEiNY0dU60sAjuOZB9gA1pG5zJzcSsoPqTJIk5I9Qu37+T/2ZbxjY2pG3gpOkkS48urRKw3HTTTaRnpfP4nMexFdhY33s9v//+O+3btwcgPT2d5OSKcQmyLDN79mxOnDiBTqejc+fOvPLKK5gHmxn+1XAUFHa9vguLxcKM6TNc3iv0qlDWfryW7sHdGTx4MD/88AN3/vNOcj/L5dvYb5k/fz77O+8nJSWF27vfzg3dbgBFXatIcfxX/nfCUfbMxmecU4kv73Q5E9pPINgjGB+9j1stJGeL9I4EYEfmDnZk7qiy/1DuIR4d8Khz2zFu5myng+BYBHTJgPwl35C/5Jsa37Ps4KFWEbBkZPxAdrY69byo6JCzXF8pYMnOWcPx4/NAAUljQON8GCkoUAcQ63S+57birV7L3wPrFbD4+vrSq1cvlzJvb2+Cg4Od5bm5uSQnJ3P6tJpWOzFRbdaMiIggIkKN6KdNm0ZUVBRz584FYMaMGYwePZpXX32Vq666ip9++onVq1ezYcOGxn26ZiFuPkLtHlvzGOnFFc3JGcUZ2BQbsixz0nSS7RnbKbYWM7nDZIZHDhcDcOswLnYc42LHcXvR7Vyy9BK2pm/ldNFpIn0iXY576MGH+NjvYwDW3rIWP0PFDWrRokUuxz7yyCMurSkOlyy9hCKrmu226xsV2V999D5M6zGNb498S3ZpNtml2c59l19+OTd43MCGtA38Z9B/mNZzGjPXqN3V7f3a08m/U52fMT4oniN5R3h0wKPc1fuuOo+vyz197iHcOxyz3Uz50F4AFuxZgF2xk5CZwNTlda/BVOoh8eSdWq4r6s7die0o/PNPkKvvUpOLiqotP1cOJz5Lbu5GSktPOsvCQqdQYNqFQR+Ml1cHZ3lq6hcUFta+EKmHR2St+4Vzr8l/U/78889Mnz7duX3zzWr/83PPPcfzzz8PQHJyMhpNRR/0iBEjWLJkCU8//TTPPPMMnTt35ptvvmHo0JqnGJ5zzklCImARaucYMOpw18rqb0A/Jf1EiGcIl3e6nKu7XN2gb9IXkiifKPqF9mP3md1MXjqZ4e2G4633Znqv6UT6RDoX7gOwyw2bOu7oGnlhxAvOVaGR1PfWSBo2nt5Idmk2Ftnicp4j6HRMWXeMsSm2FmOX7c4FG2viOF5poi9EIZ4h/KPXP6qUj40Zy7ObnqXI4hpcKCjOGUaOGUyOWU0GrYHRF99NdOzFWE+fJu+bb8n/9lvseepA2/CnnkIXEY7POWwRt9kKOX36W4we7QgJHocsW0hL+9LlmI4dH6VTDasxW8xZAERHTyMocASybEaWLeUPMwZjKP5+7s2wEs6dRgcsa9ascdm+8847ufPOO+t1DsD111/P9de35tUsxbRmwT1nL3Tmq/d13gA8dZ4MjhiMVtKyJmUN2aXZLDqwiEUHFvHMsGe4sduNLVPpNqJfmBqwAM5FE1cnrwYgLrAi6VtDc904BkSHe4UT4+c67khWZPac2QNUXWLBkcHY16B2IzgCkPk75/POrneI8Y2hd0hv+oT2waCtGJjq+Lvyc9LPzvdoTt2CuvHN5TV369RFHxlJ2GOPEvLgA5Rs3YohNhZDhw5NV0E3nTr1IScrLVLoGJ+i1XrTr+8naHU++Hh3q/F8s0UNWCLbXe9Wyn6hdRBt0e4Sg24FN4V7h1OYr7ayrL9pPQEeAdUeZ7VbWZ+2nm8Tv2Xj6Y28vv11hrUbRqxf1bVvBNWMATMYHjmcIksR+3P28/2R750tWpUX7NO6kXOjOo5g4uwWFIAzJRWZU/ec2UN8UDxH84/ybeK3bEnf4vK+l3a8lITMBM6UnMGu2DlpOslJ08k6pzq3lSnvGqMRn9Gj6z6wmZgK97ts22xqHi6t1pOAgKqzuSpTFAWrVc2mrNF4IMs2NKJbtk0Qf0puEy0sgns+mvQRe7L20DGgY43BCqjp+i+OvZhxMeO4Z9U9bE3fynObnuPjyR+3mRvXuabT6BgRqXY9TOowiZkDZ5JRnMH/9v2PEmsJGklD75DeBHoE1nGl6jkCFrPdXGVfuHc4E9tPZNWpVXxx6Au+OPSFy/4uAV2cdRsbM5axMWOxyTayS7M5ln+MhMwEjuUfA8W168fx2kfvw2UdL2tQvS80MdF3oCh2zOZMSkoqcsJoNHXPHJVlM4qiBqRbtjqWc9Cg0RidA2/DQifTrdvzzVBzoTFEwOIu0cIiuCnEM4Tx7cfXfWA5SZJ4fvjzXPvztezI3MG3id9yc/zNzVjD80uEdwRPD6t+qm19ObqEKmcmruzOnneSWphKdmk2ZbYyyuxlWGUrzw5/lmu7XOscq5JTmsO05dPQSBr6hfVjfOx4Huz3oMv0YaHhQkLGERIyDoD8/B0k7LwJAC+vugc4azRGAgOHk5e3uVKpjCyXIsvqekNpp5fQtetzteYCE849EbC4TbSwCM0n2jeaRwc8ytxtc5mXMI+Loi8iyieqpat1wTFo1BaWs1eMtst2nlj/BH+c/ANvvTcXRV3EP3r9g+7B3VEUhd1ndvPdke9Yn7ae7NJsDuYcdJ570nSSH4/9SKAxkIuiL3LODhPBS+NZrSZyczfg59cXk2mPW1ORJUliQP8vUBS7c5Ct47moKJG9++5Dp/MVwUpNWvBLuwhY3CVaWIRmdnP8zaw4uYKdWTt5esPTvDTqJYxaI3qNHr1Gj4fOQ3QVNbNo32gA3tv9Hn8m/4miKJjtZkpsJWSVqAM1i63F/HHyD/44+QefT/kcraRl2vJp1V5PI2m4Nf5Wlp9YTk5ZDj8n/czPST/ja/DloqiLuLrL1QxtN1T8uTaAxZLL+g2DXcoKC/ezZ+99lJWl0anTY4SG1NzSKUlatFpPtNqKHDRl5dlt3UkyJ5x7ImBxm4i2healkTTMGTGH63+5nh2ZO7hkqWtyNJ1Gx1Wdr+Lfg/6Nj0Fk4WwO9/e9n5Omk2xI28Dh3MMu+3SSjtu638big4udZenF6ZTZylzO7xHUg3xzPiaLiYtjLybGN4Z/DfoXy08sZ9GBRaQXpVNoKeT3E7/z+4nfAXUm2eWdL+ehfg85F4EUapec8nGVstLSZOfChXv33kv/fp8RFDTS7WvabOpgXL1e/Bm0RiJgqTfRwiI0nw7+HXhp1Eu8vu118s35LrNVbLKNpUeXsvn0Zl4c+SK9QnqRlJ9EnjkPm2xDVmRngjq7YifEM4Rh7YaJpu168Df68/7499mVtQuTxYRBY0Cv1WPQGoj0juRQ7iFnwPLvQf9mUPggZ2A5JGIID/V7qNrr6jQ6ruh8BVd0vgK7bGfPmT18cegL1qasxSJbKLQW8vXhr8kozuDti98+Z5+3LQsKGsWZM6soKUnCwyMKFAVZsWCxVCT1M5n21StgsZYHLKKFpRqt4PeICFjcJbqEhHPkkg6XcEkH9SaoKAo2xYbVbmX3md28sPkF0orSakxGd7bFlyxmQHjjEmDZZBslthK0khadRnfeL94oSVKNP7PK+V3CvMK4d9W9zqDS3aRvWo2WAeEDGBA+ALPdTJGliJ+SfuL/Ev6PAnNB4z/ABSIocDjDh62sdt+hQ7M5nf4tScdf58TJt9Dp/Ond6906pzzbrOr0aL1OtLC0RiJgcZsYdCuce5IkoZfUMSwjIkew7MplvLnjTb498i2gzkgK9wpHq9Gik3RoJA1ajZbDuYcpMBeQWZLZqPe3yTau+vEqkgsr1uF5qN9D3N/3/kZdt62qHFA8vu5x52s/gx939ap/Sn2j1ojR00iwRzAAnvrq1/QR6sffvz+n078DFGTZgsVyhry8LXUGLM4WFtEl1CqJgMVdooVFaAW89F48M/wZ7u97PzqNrsZ8I/evvp+NaRtrnJ7rLrPd7BKsAOzP3o+syBfkQFG9tmJmT6xvLBPbT2Rih4n0COrRqK63Ups6nXZj2kYuXXYpoLaund1q41g00bGIIqgLFz4z7BkGR7gOQL2QRUbeSGjoRKxWE3v33Udx8VG0Ou86z3OMYUlP/46srOVIkg6NpEPS6JAkPRqNkfCwy+jQ4cIM2FuaCFjqqxX04wlCqFdorfsdU2b/u/W/vL7jdXVVYEUh2DOYDyd+6PaU6epS3K9NXcvQL4cyMGIgzw9/ngjviPp/gDaqk38nPpvyGV46L7oGdm2y8UGVF3JMKUyp9/mrT60WActZsrJWcPTYXOx2dd0kgz64znMc6fzVac651R5TWposApYWIgIWdzlbVkTAIrR+8UHxrElZQ6mt1PntHaDIWkRCZoJbAYvFbmHk19UPWCyzl7ExbSNzt87lrYvfaqpqtwn9w/o3+TVHR4/mp6t/cnY5VV6PyhEUVV51WZLU118f/pqfkn66IFu7qpOZtZwjR17Ax6cbubnrneWxsXcTGjqxzvOjom4hJGQ8dnsxsmxFUWwoig1ZsZKR8SNpaV+h1Xo050cQaiECFreJriCh7Xiw74Nc3ulyrHaruuquJDFn8xwSMhNqXWCvyFLE4dzDKChVupOm9pjKgLABPLbmMWeZTP0X63O09tS1gvGFppN/3Vlaz+ZYoVon1sJBli3s3/8wALm5Wc7yoUOW4+ER5VbafgCjMaza8vy8bQD4+zV9wCq4R/wtry/RJSS0AZIk0d6vvUuZt17tw1eqGYeVYkph2bFlfH34a4qtxdVe8x+9/oG33psonyhnJthTplNYZWuVrK0f7PmAdanr1Logof4vUWYrIzEvET+DH7G+sfgYfPhHr38wPHJ4oz/z+abYWszeM3vJN+dTZivDbDc7H47tzw5+BrSdRROb05kzrjOGwkKnEBwyluMn3uLMmT+c5V5eXdDr/ejQ/gFCQi5269oWSw4pqerP2t9fBCwtRQQs9SYCFqFtctzUKrewpBel88q2V/g75W/nIE6NpKG9X3s0qC0zkiQxuf1kQjxDAFh+7XLe3f0uC/cu5ETBCR5Y9QBvX/w2XnovQA2IPtjzQbXjXxxMFhP7c9QVd1MKU/jl6l9cBrReiBRFYW/2XlacXEFCZgKHcw/X2hrmoJW0DAhr3NT188HZafmzziwn68zyKseVlBwDYM/eexg75kCdXTyKopB4ZA4WSxaenh2Ijr6j6Sot1IsIWOpNdA0JbZMGNWBZnbyatKI0yuxl/HTsJ0wWNffEyMiRXN/1esbFjKu1u0aSJB7p/wg9g3sye/1stmZs5e1db/PEkCec+7WSFrtiZ2z0WK6Nu1btOlIqZrcYtUbyzfk8teEp0orSuGTZJUyIncBJ00lu7HYj42PdXzzyfHCm5AwP//WwyxpEAFE+UUT5RKnTn7VGjDojHloP53awZzCTO0y+oAY+1yQ4eAwjhq+lsHA/6Rk/kJ29GgCNxkCf3gvRaD0oKU7C0zOGXbvVpRRSUz+jfft7a7ymzVbE9h3XOYOcDu3vF2NYWvAeKAIWdzmaXMW0ZqGNcqTz35C2gQ1pG5zlvYJ78dKol+gc0Lle17s49mLmjZ3H/avv56tDXzEgbACTOkwCoHNAZw7lHmJL+hbeGf9Ojdfw0Hrwr7X/Iqski68OfwWAVbZecAHLhrQNzmDl8k6Xc1HURQwIHyACkXry9IzG0zOasLBLKCjYRYFpN/5+/fH37wdAYIA6k6pD+wc4eWoBx0/8H5GRN6PXV5/Ztrj4qDNYiYq6nXbtrjsnn0OonghY3ObIw1L/QYaC0Brc1+c+gjyCsMpWQB1TEuEdwc3xNzc4e+3IqJHc3O1mliQuYdb6WbTzbkfv0N7MGzuPKcumYLabXY63y3ae3vg0vx7/lS4BXVgwYQEzBsxgbcpaTppOkm/Ob+zHbJMqT482282sTl7N6uTVzrLK444qH6soCn5GPx7u93CdU90vNH5+/cjL38bp9O/IyPwRjWRA0ujRSHrsdnXmnCxbap2aLkkVLY0m024Sdt6EVutNu4hrCA+/8gJb9qLlP6sIWNzlHNQmWliEtinWL5Z/DfpXk1/3iSFPkFWSxV8pf/HYmsdYMGEBAcYA5/4/TqoDHiUkdmft5tfjvwJwLP8Yiw4s4rGBj3F377v57fhvPLH+CQ7mHKTQUoivwbe6tzsvhXlWzExZdWpVvc/v7N+ZaT2rXzH6QlVYuI+kpNfqPM5mL64y/sVBo/UENIBMYeF+Z3lu7nrSM36gb5//oREztM4Z8ZN2lyRaWAShOlqNlpdGvcStv93KSdNJ7l55N92DugPqmJX/rP1Pjed+eehLCi2F/HfUf52Dfoutxdzwyw38cd0fNZ53vhkWOYw3x7xJdqm6cF/l3Csuz5KkTgtHQULiv1v/C1Sf4O9CZ7HkAGA0hNMu8noU2Yqs2MqfLSiyFS+vzhgN4TVew8c7jhHD/6S0NEVNJqdYOHNmJRkZP5KbuxFFsSBuo+eO+Em7yxmwtGw1BKE18jX48sWlX3DPyns4lHuIjac3AjA4YrAzxbyiKBRbi0nMSwQg2iea1KJUMoozAHW1YwePC2xgo0bSOMf/1GR/9n7+u+W/5JTlYJft2BSby/mCK5utEACjMZzo6GlIaNDrA2vtxrHZCjEV7sdizkKn88VqLSAl9VM8PWLp3ftdALQaDzIyfkSjMSJJ6i1Uli1kZv6KoshERFwtWl2aifipuk20sAhCbfyN/nw8+WM+3PMhiw8uxkfvwyeTP6nx+F+P/8rs9bOdN9swrzBeGPECz256lmjf6HNV7TbheMFxbvntlhr3ayWRhO9stvKU/KbCvWzYMBQAL6/ORLa7Dj+//gQEDMZiycZgCEGSJNLSlnA48alqr1VYeAC7vQyt1gOjMQKQkOVS/l7THR+feIqKDjuP1Wo9CA+/vNk/34VIBCxuK29auaAGWQlC/fgafLmqy1UsPrgYg9ZQ67GOgaSVWwccrQYXyg1YURTSitKw2C0oKM7unsqLHMqKzKx1s5zn3NP7Hia2n8i2jG0sObyEYM9gxkSPaamP0Gr5+/VDo/FAlsucZSUlSRw7a1xL507/okOHBzl67GVnmY9PPKChrCzF2VKzI+F62sfei14fSHDQReTkqokRKwcroE6FFpqHCFjc5ewKEgGLINTGIqsp/c/Ofns2x7iLygGLXVbLLpS0/Z/s/4T5O+e7fXyXgC480O8B9Bo93YO7c0dPkcSsJr6+PRg1chNlZafx9o7Dbi8kPeNHjh59yeW4pONvYrMV4uPdlQLTLgA8PTvQu9e7SJJEevoyDh76D0VFhzhw8LHq3srJYAgjPPyyZvtMFzoRsLjN0cLSsrUQhJbkGDthl+3IioxdUZ8dD7tiJ6NIHZNSVwuLI4urS8BSHsRcKC0s4d6uAz4DjYHOhQ2dz+VLGwR7BDNv7Lw6A0Ghgl7vj17vD4BGE0hszHRiY6ZTVnaa5OSPSUldBMCp5IUu55058wcFBQkEBAwiIuIq8vK3kZu7HqMxHJNpDwDe3nH4+fVDr/dHUWSMhlDCI66sccaR0HgiYHGXWK1ZuMCtS13Hv9f+22X159oYNA0IWMpbWFIKU/g28Vs0kqbqAw0ajfqslbTOzLqSJBHuFU63oG4N/ISNZ5ftlNnLKLOVsTl9M4dyDnFD1xvo4N+h2uMv73Q5aYVpvLtbHdC57uZ157C2Fy4Pj0g6d/4PRmM4ZssZrJZc8gsSKCtLcR5jteYBai6WHt1faamqtg7WMij/ItKSRMDiNjGGRbiwbUvfVmuwIqEGDhpJg06j49JOl9Z6PUfAUrk1xdEVdCDnAAdyDjSonp9P+Zx+Yf0adK47iixFFFuL8dB5kFmSyZxNc8gsyaTMXkaBuaDK8ccLjrNgwoIar9cpoGKV5gJzAf5G/2apt+BKq/VwScuvKArHkl4lOfkjYmPvISRkQgvW7hyzWaAoE3zbgbY8LCgzwYFlcOgXOL6m4tgWbOETAYu7RAuLcIFz5Em5vfvtPNL/ETSSxhmgaCRNvbN+VjeG5ZIOl5CUn0S+OV/tdkJGURTsir3Ks7MrChlZljlhOkGxtZivDn/VbAHLHyf/qDWvTHXig+Jr3T8htuLG+NXhr3ig7wMNqpvQOJIkEdflCeK6PNHSVTk3irJg0zuQlqA+bGUQ0B4mPAc2M6x6ForPVBzvGQR9b4GQri1WZRGwuE20sAgCgF6rd67M7K4Sawll9jIMGoNzTaPquoSCPYN5dvizDapX78W9AVh+YjnPD3++3nV0x9b0rdWWX9n5Sqb3nI5eq+c/a//DodxDAIyLGcfdve+u9ZqSJHFxzMX8lfIXuzJ3NXmdBaGKkxvguztdAxKA/FPw/T8qtoM6Q79boPtVEBLX4vc/EbC4S7SwCBc4RwuLVM9/A9vSt3H/6vudaxiNjBzJ/437v4qAhaZPevZXyl9c3qnpc2E4BrxO7TGVh/o9hIfWA4tswVPnCcA7u97hUO4hvPXevDHmDUZGjuSU6RSJZYmEe4fjo/ep0uVTaivltu638VfKX2zN2MrW9K0MbTe0yesuCAAc/AmW3au2qIT1gGEPQOxw8I2AjW/Bzs9Bo4VB02HEDNDVPhbtXBIBi9tEC4sggLqycJGlCJ1Gh16jJ8gziEs7XlrjysIJWQnOYAVg4+mNfHbgMzx0ajbb5SeX888B/2x0srgPJ3zIfavvA2D2+tmcKDjB7d1vJ9AjsFHXrcwxkFgn6fDWewPgqfF07l92dBkAd/S4g1FRo0gtTOXKH690BnsAOo2OF0a8QKmtlPVp69mYttH585EVmcfWPMamWzY1WZ0FAQC7DX75J+z+Ut3uegncsBj0lbJKX/y0+milRMDiLtHCIlzg/Ax+ABzJO8KRvCMu+z7Y8wEP9H2A23vcXmXabZFFTaQ1pcMUlp9cDuCcFePw3ZHveGxg7Tku6jIiagS3xN/C14e/BmDh3oV46jzr7JKpD8dUbUeumbN1C+xGdmm2M0DJKM5wCVYAbLKNJzc8WeN73NfnviaqrSBUsu+7imBl1GMw9slW1XriDhGwuE20sAgXttu630aAMYBCSyE22YZVtmKVrSRkJrAvex/zEubx07GfuKv3XezI3EFuaS5hXmHklKmL0HUJ7ML8jvP599p/Y5Ntdbxbw9zb514ivSNZlbyKvWf28tbOt/DWezMwfCBxAXH1Hhh8Nr1WDcYs9qoBS7G12LmG0teHv6bQUsjR/KMAdPDrwLKrlvHK1lfYl70PP6MfVruVTgGduKHrDXjqPMksyaSjX8cquVkEoUlUnpbcZUKbC1ZABCzuEy0swgXO1+DLzfE3VylXFIWfk35mXsI8kgqSamw98NH7MD52PBtv3ojFbiGpIIl5CfMwao1c2rH2KdDuCvEM4c5ed2KRLew9sxeAl7e+7Hz/F0a+QNfArs56KyjoNDqifaKrDWYUReFEwQmySrM4U3KGLw+p31Ard3E5vLurotUo35zPF4e+cG6HeoWi1+h5ZvgzNda9o3/HBnxiQXBTr+tg9fPq60WXwY2fQ48rW7RK9SUCFrc5WljEqqiCUJkkSVzV5SrGxozlnV3v8E3iN4AaPFhlqzM3iSN5mpfeCy+9FwM9BvLlpV82S51ujr8Zo9ZIZkkmSflJbDq9iSJrETPXzKz2+Lt7382MATOqlL+y7RW+OvxVlXIvXdUZSAPCB7Dy5EqKbcWMjRlLmGcYYV5hhHqFMjxyeOM/lCA0RkAsPHYAfn8cEn+DpXeD90/Qvu383ZQURVHqPqx6c+fO5cknn2TGjBnMnz8fUL+RzJkzh4ULF5KXl8fQoUN577336NmzZ43XWbRoEdOnT69SXlpaioeHe8vMm0wm/P39KSgowM/Pr0Gfp1avdoDSPHhoG4S2XCZNQWjt9mfv58/kP7k1/lbSi9N59O9HifSJZPEli1tsjaBNpzfx5PonKbOXUWwtrrL/ueHPcX3X66uUO6ZKAwyNGEqIVwjtvNtxc7ebRdeN0DbZbfDN7XBEHU/Gle/CgKktWiV3798NbmHZvn07CxcupE+fPi7lr732GvPmzWPRokV07dqVl156iYkTJ5KYmIivb81rLPj5+ZGYmOhS5m6wck6ILiFBcEuvkF70CukFqF0hf934VwvXCEZEjmDNTWs4lneMm369yTlodmL7iTzY90G6BHapco5j2jXAggkLGBU16pzVVxCajVYH138CS25RM9j+/LDaXWRo+rxFTa1B/RtFRUXcdtttfPTRRwQGVkwZVBSF+fPn89RTT3HttdfSq1cvFi9eTElJCV99VbVZtTJJkoiIiHB5tC5i0K0gtHWF1kJnsDJ/7HzmjZ1XbbACkFaUBqjTkEVeFOG8YvCC25dVbB9d2XJ1qYcGBSwPPfQQl112GRMmuK61cOLECTIyMpg0aZKzzGg0MmbMGDZtqj2vQFFREe3btyc6OprLL7+cXbtaWcZHZ8eZCFgEoa3qH9afMM8wgLrX7Cn/N6/X6MUKycL5R6OFIeVrKf1wf8vWxU317hJasmQJO3fuZPv27VX2ZWSo06bCw137dsPDwzl16lSN14yPj2fRokX07t0bk8nEW2+9xciRI9mzZw9xcXHVnmM2mzGbzc5tk8lU349SP+XrnqARg24FoS1zzAby1HtWu/9QziEW7FlAQmYCoM6OEoTzUtdLYNtCsJWqGXB7XNXSNapVve6+KSkpzJgxgy+++KLW8SVnTw9UFKXW/AfDhg3j9ttvp2/fvlx00UV8++23dO3alXfeeafGc+bOnYu/v7/zERMTU5+PUn/28mmM4puWILRpjkUXzTZzlX0rTq7gzj/u5O+UvzFZ1C9BMb7N/LtFEFpKl/Hq7CGAb6dB4h8tW5861KuFJSEhgaysLAYOHOgss9vtrFu3jnfffdc5aDYjI4N27do5j8nKyqrS6lIbjUbD4MGDOXr0aI3HzJ49m5kzK6Yomkym5g1aHImuNGImuCC0ZX4GP7JLs7njjzsI9QxFkiR89D5YZSsphSkA9Antw/Vx1yMrMiMiR7RwjQWhGd23Hr67Qx2Au/QumHkIPJphpm0TqNfdd/z48ezbt8+lbPr06cTHxzNr1iw6depEREQEq1aton///gBYLBbWrl3Lq6++6vb7KIrC7t276d27d43HGI1GjEZjfarfcIpSqUtIBCyC0JbFBcZxvOA4AGdK1dVqs8gC1JWjp/eczsP9H0Yn/q0LFwLPALj1O3i5HViKIOcYRA1o6VpVq17/In19fenVq5dLmbe3N8HBwc7yRx99lJdffpm4uDji4uJ4+eWX8fLy4tZbb3WeM23aNKKiopg7dy4Ac+bMYdiwYcTFxWEymXj77bfZvXs37733XmM/X9OonEa8hfJICILQNF656BXu6nUXFtmChITZrnYNldnKiPWLpb1f+xauoSCcY3u+Uu9zBh91BedWqsm/Qjz++OOUlpby4IMPOhPHrVy50iUHS3JyMppKg1fz8/O59957ycjIwN/fn/79+7Nu3TqGDBnS1NVrGJeARXzrEoS2TKfR0T24e0tXQxBah/wUWFG+QvPY2a6rN7cyjcp025o0a6ZbSzG8HKm+fvI0GLyb9vqCIAiC0BJ+fQx2fAIxQ2H68hbpRXD3/i3m6LpDtle8lkSXkCAIgnCeMKWrz31vafVDHkTA4g6lUsDSyv9ABUEQBMFtliL1uQ3c28SADHfIFWuKiBYWQRAEoc0rSIUN/wcn16vblqqLgrY2ImBxS6VhPmItIUEQBKGtW3Q55J1QX+u9If6ylq2PG0SXkDukSj+m82OMsiAIgnAhi6iU58zDH0pyW64ubhIBizsqt6pUWnJeEARBENqkq96FDheprSuFp2H5rJauUZ1EwOIOlxYWEbAIgiAIbZyHP9z5K0x4rryg9fceiIDFHSJgEQRBEM5Hpzapzx1Ht2w93CACFreILiFBEAThPORTvjBx2s6WrYcbRMDiDtHCIgiCIJyPht4HGj0k/QnHVrd0bWolAhZ3iEG3giAIwvkouDP0uk59vfe7lq1LHUTA4o7Kix9q9S1XD0EQBEFoSmUmSNuhvg7p0rJ1qYMIWNxht1a81hparh6CIAiC0JRWPQs5x9SxLAP/0dK1qZUIWNxht6jPkqZNrLcgCIIgCHWyFMPOz9TX130M3sEtW586iIDFHY6ARbSuCIIgCOeLglR1cV+DD3S8qKVrUycRsLjD0SUkAhZBEAShrVMUOLoKlt2jbvvHtGx93CQWP3SHs4VFDLgVBEEQ2rCMffDjg5CxV902+MAlc1u2Tm4SAYs7RJeQIAiC0NaV5sPn10DxGXUNoUHTYfjD4NeupWvmFhGwuMPZJSRaWARBEIQ2as1cNVgJ6QrTl4N3SEvXqF7EGBZ3iBYWQRAEoS2T7ZCwSH09eW6bC1ZABCzuEQGLIAiC0JZlHQRbmdoV1Pnilq5Ng4iAxR2iS0gQBEFoyxz5VjqMBE3bvPW3zVqfa6KFRRAEQWiLZDusfBq2LVS3B7XubLa1EYNu3SECFkEQBKGtURT4ZQbs+lzdvvgZ6DalZevUCCJgcYfoEhIEQRDamoRP1WBF0sA1C6HPDS1do0YRXULusJWpzzqPlq2HIAiCILgjNQGWP6G+Hv9smw9WQAQs7rGZ1WfRJSQIgiC0BZ9fDfbye9fIR1uyJk1GBCzucIxh0Rlbth6CIAiC4A7PAPX5hkUgSS1ZkyYjAhZ3OLuERMAiCIIgtAGWEvU5qHPL1qMJiYDFHTbHLCERsAiCIAhtgG/5+kD5p1q2Hk1IBCzucPQDihYWQRAEobUryoKSbPV1aV7L1qUJiYDFHWLQrSAIgtDaKQpsegfm94HCdNB5QufxLV2rJiPysLjDEbCIac2CIAhCa7X6Odj4lvo6aiBc8gr4R7VsnZqQCFjc4egSakTiuONnith2IhdQB2xLSCCBv6eecd3CMOhEY5cgCILQCJveUZ9HPgoTnj9vZgc5iIDFHY5Mtw0cw5KWX8ol89djscvV7n/+ih7cMjQWWQa7omCXFWRZwa5UPNvsCgCRAZ5oNa5/Ce2ywqF0U43Xd4gK8CTcT7QSCYIgnJe8QqA4C/yjz7tgBUTA4h5742YJnThT7AwmxseHoQCKovB34hkAnv/lIM//ctCtaw3pEMS39w93KXtjZSIL1iTVea5eK7Hu8XG08/es3wcQBEEQWr9Rj8GK2ZCwCIbc09K1aXKN6oeYO3cukiTx6KOPOssUReH5558nMjIST09Pxo4dy4EDB+q81tKlS+nRowdGo5EePXrwww8/NKZqTcs5rblhXUI+HmpcGOZr5OM7B/PJnYP5dPoQ5t/UD00dQbBGUgMNh20nc7Ge1ZKyJyXf+TomyLPah0GnwWpXOJBmatBnEARBEFq56EHqc0Fqy9ajmTS4hWX79u0sXLiQPn36uJS/9tprzJs3j0WLFtG1a1deeuklJk6cSGJiIr6+vtVea/Pmzdx00028+OKLXHPNNfzwww/ceOONbNiwgaFDhza0ik2nkas1H8ksBCA2yMul/Or+UYzvHobNrqDRSGg1EjqNhEZSX2skkMqb9cqsduKf+QMAs01Gr62INTXlx8y/qR9X969+gNU9n+1g1cFM0gtKG/QZBEEQhFZu+8fqc9TAlq1HM2lQC0tRURG33XYbH330EYGBgc5yRVGYP38+Tz31FNdeey29evVi8eLFlJSU8NVXX9V4vfnz5zNx4kRmz55NfHw8s2fPZvz48cyfP78h1Wt6jczDYrapLSKlVjuyrLjs8/XQE+htwN9Tj49Rh4dei0GnQauRnMEKgLHSoNwzhWbyii2cKTSTUVDG6fIgRFZcr60oCoczTOxJycdQHuAk55ZUqV+R2caW4zmUWe0N+nyCIAhCC7Nb4fjf6uvzsDsIGtjC8tBDD3HZZZcxYcIEXnrpJWf5iRMnyMjIYNKkSc4yo9HImDFj2LRpE/fdd1+119u8eTOPPfaYS9nkyZNbUcBSPujWjS6hP/an89afx7DaZRRFQQHOmNSA58BpE1e8u4GlD4zAQ6+tVxUkScKg02CxyYx7Y021x5w9GPfl3w/x0foTLmWnC9RlBnKKzPx5KIs/DmSw4Vg2FpvMvaM78eSl3etVL0EQBKEVyDwARZlg9IPOF7d0bZpFvQOWJUuWsHPnTrZv315lX0ZGBgDh4eEu5eHh4Zw6VXN64IyMjGrPcVyvOmazGbPZ7Nw2mZpxbEY9Bt1+uTWZQ+k11+VoVhEWu1zvgAVgbNdQVh7MdCnTlXcltfP3YEjHIJd9x88Uu2yH+BiZ0D2Mmd/s5ofdaZzVIENusaXedRIEQRBaAUe+ML3XeZuVvV4BS0pKCjNmzGDlypV4eNQ8PVY6azqVoihVyhp7zty5c5kzZ44btW4C5YNuM0vsSIVlBHoZXMaQVJZV3pry4NjOjO4aioT62SQJLDaZuHAf/DwaNnj3w6kDKbXay8e6aFzGuFRnUIcg/jyc5dy+cVA07/x5jOPZaiDTM9KPyT0jOJVTwtKdqSIXjCAIQlsVEqc+F2WAtRT0599s0HoFLAkJCWRlZTFwYMWAHrvdzrp163j33XdJTEwE1BaTdu3aOY/Jysqq0oJSWURERJXWlLrOmT17NjNnznRum0wmYmJi6vNx3JZbWEQQ8M9vD7G1vFXi4XFd8PXQUbmR4pc9p0ksH2AbF+7DsE7BTVoPSZLwMrj/R/bA2M5c3qcdV7+3kZxiC+9Xmvr85d1DGdklBIDX/jgM4BznIgiCILQxhenqs6Q5b7Oy1ytgGT9+PPv27XMpmz59OvHx8cyaNYtOnToRERHBqlWr6N+/PwAWi4W1a9fy6quv1njd4cOHs2rVKpdxLCtXrmTEiBE1nmM0GjEaz02zV2mpOlDVSkU3zrt/H6vx+NggL0Z2Dmn2erkjJsiL6wZGs3DdcWdZbJCXM1gBteUHXAf2CoIgCG3Ejk/ht/Iv8J5B52XSOKhnwOLr60uvXr1cyry9vQkODnaWP/roo7z88svExcURFxfHyy+/jJeXF7feeqvznGnTphEVFcXcuXMBmDFjBqNHj+bVV1/lqquu4qeffmL16tVs2LChsZ+vSWgVdfbM3BsGkOPfk2U7q47/cAjxMfDwxV3wbWC3T3MYHRfqErA8fZnrwFpHXhfRJSQIgtDGHPoFfn1UfR3eC654q0Wr05yaPNPt448/TmlpKQ8++CB5eXkMHTqUlStXuuRgSU5ORqOpuDmOGDGCJUuW8PTTT/PMM8/QuXNnvvnmm9aRgwXQoN7QtVotIzqHMKKVtJ64a1RcCMf+O4XsIgsaCcLOSs9vK59qffYsI0EQBKGVO75Gfe5+BVy/CLTnbwL7Rn+yNWvWuGxLksTzzz/P888/7/Y5ANdffz3XX399Y6vTLKTykSqaNvwXQauRCPExYJMVSiy28vWKwCbLZBWqA4UlRMAiCILQpoTGq8+l+ed1sAJiLSG3OFtYNK2zy2TD0Wye/GEfxWYbtkoLJ9rl8oei1NiFVZlOKwIWQRCEVm3LB7D9f6DIEN4TOo9Ty5M3Q0Ea+Fef7fx8IAIWN0jlAYvUSqPXFQcyqs1gWx/B3gYuimtbXV2CIAgXlMwD8Mesiu3cJDj0s/patkHaDhGwXOg0igJS621hcQyWHdIxiIfGdXF27EgSGHVaOgR7oS1PMKfRSGidaxWVr10kxq4IgiC0fvnJ6rOkhVu/haMrYPdXYCkC/1joOLpl69fMRMDiBkeXkEZT/+y054JjOvK2E7lsO7Gtyv6ZE7vyz/Fx57pagiAIQlNqPxK8gqEkB3Z8AjcuhgnPQ06SmjjuPEwWV1nrbDJoZTTlg261utYZ343uGkqAlx6DVoNRp8HLoC1fSFH9492fVtDCNRQEQRAazcMPblisLhOT+Bvs+gIM3tCuz3kfrIBoYXGL5GxhaZ3x3bBOwex+dlKV8u92pPCf7/diKc+zIgiCILRxHUZB18nq2JXDv8Gg6S1do3NGBCx1UBQFrXOWUOvsEgJYfTCT+X8e4VhWER56LZ56LVa72jLkyGQrCIIgtFGWYtj5ueug27D4lqtPCxABSx3sslKRh6WVdgntSy3g7s92OLfLrDL5WJ3b4X7n57oSgiAIFwRFgS9vgFMbK8r8Y2Dc0y1XpxbQOu/ArYhdUSrGsLTSLqEALz3eBi3FFruzrFOIN8UWGza7QmGZjYe+2gkKKKg5WTz1Wh4c14UuYT4tWHNBEAShTkVZFcHKJa9C35vAM7Bl69QCRMBSB7usoHeMYdG2zi6hmCAvtj41gS+2nOKV5erKy8ezi537Vx/KrPY8Hw8dL1zVq9p9giAIQivhGVDxOnbYBRmsgAhY6mSzy2ik8haWVpo4DsDHqOPuUR0J9zOSU2QB1GUSJNR8LBJgKrMxb9UR5zmONYQEQRCEVkxnhOghkLoNco5BZL+WrlGLaL134FZClisGrLbmQbcAOq2Ga/pH17j/q63JztedQ72ZOqz9uaiWIAiC0Bh2G+QcVV/71/w7/nwnApY62Gw252ttK+0ScpetPPiKDfLiz3+NbdnKCIIgCHVL2Qa/PgaleaDRQ2i3lq5Ri2mdo0hbEdleMZBVOsctLO+//z4dO3bEw8ODgQMHsn79+hqPXbZsGRMnTiQ0NBQ/Pz+GDx/OihUrXI6Z+9DNnHr1ctbPuljtLip/XDLlUucxzz//vMs+SZKIiIhots8oCIIgVCP3OHw7DT6eCJn7wSMArl14wY5fAdHCUiebXBGwIJ27+O6bb77h0Ucf5f3332fkyJF8+OGHTJkyhYMHDxIbG1vl+HXr1jFx4kRefvllAgIC+PTTT7niiivYunUr/fv3B+CJNz/i6aV7nOfYS02kf/oIPvGjXK7Vs2dPVq9e7dxu6y1LgiAIbcqZRPhwDNhKAQn63wYT5oD3hb1ArQhY6iDbWiZgmTdvHnfddRd33303APPnz2fFihUsWLCAuXPnVjl+/vz5Ltsvv/wyP/30E7/88oszYLl6aDyH8xQOnjaxJ7WA4kPrkPRGQvqMdTlXp9OJVhVBEISWsvm98mAFeGAjhPds2fq0EiJgqYO9UgvL0l3pyFpDnef4GHWMiw/DQ9+wlgmLxUJCQgJPPPGES/mkSZPYtGmTW9eQZZnCwkKCgoKcZf5eeuZe24eVBzK49/MEivauxLv7aEZ1d12O/OjRo0RGRmI0Ghk6dCgvv/wynTp1atBnEQRBEOopIEZ91nmoCx0KgAhY6qSVKqb+zvphPzY3f2RPXhrPvaM7N+g9s7OzsdvthIeHu5SHh4eTkZHh1jXefPNNiouLufHGG6vsM+g0mE8nYs0+xR9Lv+LiSrOFhg4dymeffUbXrl3JzMzkpZdeYsSIERw4cIDg4OAGfR5BEAShHoY9BEdWQOp2WHwFdLsMbvmqpWvV4kTAUocov4oWldFdw1Ck2ltN/k48A0BOsaXR7y1Jksu2oihVyqrz9ddf8/zzz/PTTz8RFhZWZb+HXkvR3lV4R3Tk4tEjXPZNmTLF+bp3794MHz6czp07s3jxYmbOnNnATyIIgiC4zeAF036CBSMh74S6MnPCIhh4Z0vXrEWJgKUOjnWEAD6ZPkzNwlaL//52kI/Wn2jUe4aEhKDVaqu0pmRlZVVpdTnbN998w1133cV3333HhAkTqj1GtpZRfGgdHSbdWWddvL296d27N0ePHnW7/oIgCEIjGbxhxm74/T+wbSH88iiExquZbi9QYlpzXZxjWKQ6gxWoaBVRGpFE1mAwMHDgQFatWuVSvmrVKkaMGFHDWWrLyp133slXX33FZZddVuNxf/3+E4rdSlC/8XXWxWw2c+jQIdq1a+f+BxAEQRAaz26FnteA1gAokPRXS9eoRYkWlroo5Zlu3Zwh5IhplMZELMDMmTOZOnUqgwYNYvjw4SxcuJDk5GTuv/9+AGbPnk1aWhqfffYZoAYr06ZN46233mLYsGHO1hlPT0/8/f2d17XLCv/738d4xQ1D4+FX5X3//e9/c8UVVxAbG0tWVhYvvfQSJpOJO+64o1GfRxAEQaiHE+tg2X1QeLqiLKxHy9WnFRABS10cAYubSePU1Xugscv03HTTTeTk5PDCCy+Qnp5Or169+P3332nfXh0gm56eTnJyRar9Dz/8EJvNxkMPPcRDDz3kLL/jjjtYtGiRc3vFxl2cOriTsBtfJKvQXOV9U1NTueWWW8jOziY0NJRhw4axZcsW5/sKgiAIzawwA768AWxlaqK4DhdB9yuhx1UtXbMWJQKWuijlXUL1bmFp/Fs/+OCDPPjgg9XuqxyEAKxZs8ata44a3Jv2s351bl+/YJOzzpIk4Tfl33zx/Fv0iwkkyLvuKdyCIAhCE8s6VB6sBMFjB9RBuIIIWOpUzy4hTfnNX26KiKUZ+Hnoefma3jz5wz4AdpzKq3LM6kOZRAV4smHWOLdmJQmCIAhNSC5fw84/WgQrlYiApS7OgKWiSyjTVIaXQYuvh77K4Y4uodbs1qGxxLfzJctkBhQ2J+Wg1WhYeTCD1Dw1u6Jddm8KtSAIgtDE7Fb1uZV+8W0pImCpS/kKx2V2hSeW7OJETgl7UvLxNmjpFeWPQadBp5HQajTotRJHMgvV01r5X7QBseoCWt/uSGHx5lMAtPP3cO7PMJW1SL0EQRAueCfWqs/t+rRsPVoZEbDUIaeolGCg1AY/7q4YrV1ssbP1RG6N57WV8R9ryxPdAaQXuAYpfx7KZHz32vO+CIIgCE3IWgb7l6mv4y9v2bq0MiJgqUNhqYVgQEFi9pR4IgM86RruS4apDFOpFZssY7Ur2OwK9vLWGD9PPRN7tI0b/WvX9+FEdjEH001V9q06KAIWQRCEZqEocGojJP0NJdlqzi+fcDi5AYqzwC8aulSf/PNCJQKWOsh2dfCTImm4b0zF2kDdInxbqkpNytuo45dHRnHnp9tYfzTbZV9ssBjsJQiC0OTyTsLP/6zo+qnOpBdB1zZa6s8VEbDUQS5vNZHP46TAWo3Eh1MHsjQhlQ/WHictXx14O7RjUB1nCoIgCG6zmWHT27DuTbCVqqsx97wWgjqq+wvTwTcSul0CEb1btq6tkAhY6iCXp+ZX2sDsn/pSFIU9qQWE+BiIDvRi6vAO/LYv3Rmw/LE/g4HtRdAiCILQaMfXwG//gpxj6naHi+CKtyC4c62nCRVEwFIHZ8DiZh6WllBQauWLLaew2RVuGRpDmK9HnedY7TKjXv2LTJOZXlF+/PrIRYDa2uLw0foTGHQaekcFcHF8GAZd8/wM3F2FWhAEoc2xlsLKp2H7/9Rtn3CY/DL0us6t9emECiJgqYNSHrBY7BIXvfaXM8+KMzts+XGOG64EeOi1PHdFD4Z2Cq7z+t/uSOHDtUnYZAVZUVAUdSyWrKjbUQGezL22T41jZmx2mXs/2+GcsfTtjhReuKonGklCkqDIbKNPVECV8Sgfrk0i06Sm5t+fZiKrsIwwXw/evKEf93y2g31pBQC893cSANcNiObNG/u690Orh9zTqSx59nF0RiMjb7ydnmPqXpBREASh1VMUSFwOq5+H7ES1bPA9MP4Z8PCv9VSheiJgqUO4jzroSUYiJbfU7fN+3H3arYDlq63JJJ0prnF/psnM7R9vZd1/xuFpqLqe0W/70tl6IheNpLaOpOWXctfiHS7HRPh5sOXJ8ZzMLubhr3eyP63qjKDNSTlc1S+KCH8Plj04grinlrvsH9apebqGTu7ZSWmhCQphw5LP6DH6YtHaIghC25aTBD8+AClb1W3vULjmQ+givpA1hghY6hDkpf6IwgO8WHb9CKBy8kHF+dpRtGxnKl9vS0F2c/VDRw/M45d0Y1inYDSShEaCFQcynK0bZwrNHMkspG9MgMu5sqzw5RZ1AcSHL46jRztf7v9ip3N/fIQvhzMKyTCVMeWt9RyqZuqywyW9IgDYeCyb2/631WXf7/+8iB6RVVd2bixZtrNnVUVgVJSbw7Htm4kbMqLJ30sQanPy5EmOHDlCcnIy4eHhTJgwAU9Pz5aultAWJS6HHx+E0lzQecKwB2DkDPAMaOmatXn1ClgWLFjAggULOHnyJAA9e/bk2WefZcqUKQBkZmYya9YsVq5cSX5+PqNHj+add94hLi6uxmsuWrSI6dOnVykvLS3Fw6PusRjNrjw1v4de78wOW5vtJ9WuGXcz3eo06riQDsHeLtef88tBl+MCvVyntx3LKuTBL3dyJLMIgKv6RdI51IcXr+7F+iNneOmaXoT6GBn00mpyii01BishPga+u38ERp2WxIxCl2DFz0PH5tnj8TY2TVyrKArpRxM5sHY1NouFg+v+cu7T6Q3YrBY2LPmcLoOHi1YW4Zyw2+0sW7aMAwcOOMtSU1NJSEigT58+jBkzhuDgultKBQFTujqoNvE3dTu8F9z6LfhHtWy9ziP1uhNFR0fzyiuv0KVLFwAWL17MVVddxa5du+jRowdXX301er2en376CT8/P+bNm8eECRM4ePAg3t7eNV7Xz8+PxMREl7JWEaxAvRc/dIxxcTcxv2OQq+2sFhnH9k2DYpg6vH2VMSgrD2Y6g5Wpw9rTOdTH+XrqsPbO4969dQCbkrLpEubDi78eIrtIHbcytGMQn04fjJeh4q/Aku3JztfTR3bgjuEdmiRYKS0q5NC6v9j310qyU05V2e8TGMQ1TzzPl08+Rm5aCntWLaffpEsb/b6CUJuUlBQ+/vhj53a3bt1cfg/t3buXvXv30q1bNyZPnkxQkJgxJ9Tg1Cb4/h/qtGSNDoY/BKMfB6NPS9fsvFKvu9EVV1zhsv3f//6XBQsWsGXLFvR6PVu2bGH//v307NkTgPfff5+wsDC+/vpr7r777hqvK0kSERERDaj+OVA+6BZrMST+AZ6BEDOkxtHd9V2tWadVT3BkyXUoL2Z89zB6RVUdoDV9REde+0P95ervWXURRofhnYMZ3ln9hrjiQAa/78sAYFdyvsuMIFAXdQR47ooeTB/Z0a3610W22/nsPw9TlJsDqC0pHfsPIicthdy0FADu++AzAC669U7Wfv4x6778lB4XjcXgKRLXCc0jIyPDJVi5+OKLGT16NABms5nExET27dvH0aNHSUxM5Pjx40yYMIHBgwej0bTeGYPCOSbLsOFN+Ptl9cttaDzcsAjCurd0zc5LDf76bLfb+e677yguLmb48OGYzeo398otI1qtFoPBwIYNG2oNWIqKimjfvj12u51+/frx4osv0r9//4ZWrWnlqONIKEiFr29SX3edAp3GQFEmWEog/jJ1G9CUBzLurn2oc7Sw2F1PcFynpqEwv+6tWNeoS5h7Ufz8m/qTUbCZncn5XNE3EqPOdRBvRvlaQhF+Tdi6JYGnj68zYLn15XmExnYAwFJaglZf0dU18NKr2Lv6D/LS0zi8aT19xk9uunqcQ+lHE1n+/v8B4BsUzMXT7yM4OraFa3X+KisrQ6vVotfXHLhXJssyX3/9tXO7S5cujBo1yrltNBrp1asXvXv3Jjs7m19//ZVTp06xfPlyjh49yogRI+jQoYMIXC50ZQWw7D44Uj4Or+8tcOkbolWlGdU7YNm3bx/Dhw+nrKwMHx8ffvjhB3r06IHVaqV9+/bMnj2bDz/8EG9vb+bNm0dGRgbp6ek1Xi8+Pp5FixbRu3dvTCYTb731FiNHjmTPnj21jn0xm83OIAnAZKp5QGmjFGZULTuyvOIvKcC2D2HmYfBr52x4cbeFRVv+S89+VmSi0TgClqrXKbPambV0r3N7TNdQt95rx8lcdibnA1Q7iNYxzTncv2m74+KGjuRM8kkA8tNPOwOWs1tQJI2GHqMvZuM3n3Nyd0KbDVj2rFpO3ulUAPJOp3J06yYRsDQhm83G0aNHOXjwIMeOHaO0VJ29N336dNq3b1/H2WrAUlCgTtv/xz/+QWxsxZ9NQUEBixYtIi8vD39/fy677DKXc48dO8axY8eIiIjgjjvuEANzL1TZR+Hrm9UkcFojXPYmDJja0rU679U7YOnWrRu7d+8mPz+fpUuXcscdd7B27Vp69OjB0qVLueuuuwgKCkKr1TJhwgTngNyaDBs2jGHDhjm3R44cyYABA3jnnXd4++23azxv7ty5zJkzp77Vrz97eVBk8IGbv4LVz4HeC3zCoCS3Yi2ITe+AZwD9kguYri3g4OlJvPe3L7KsICugUP6sVORbkRVIOqOOQ7GeHbCUBz6PfbObFQcysMkKdruiPsuys+XlrZv7EejGytBZhWVM/WSbc7vDWWNiZFlxZrhNyyt1a4BxXfIz0lm58B1SDlQEV2EdO9V6TkwPNR31se1b+Pif9+AXGoaHrx/xI0cTN3h4o+vU3GS7naQE11lWJYUFFOZk4+nrh84g1gZpjC1btvDHH39Uu+/IkSNuBSxbtmxxvjac9eexd+9e8vLyADV4+eqrr6q9RkZGBkeOHKFv36bPTSS0ciW58MW1kJ8MflFw0xcQNaCla3VBqHfAYjAYnINuBw0axPbt23nrrbf48MMPGThwILt376agoACLxUJoaChDhw5l0KBBbl9fo9EwePBgjh49Wutxs2fPZubMmc5tk8lETExMfT9O3RwBi6RVu33uXVOxb/v/KgKWLe8BMAgYpIfPcjN4dkXV2U818dS7ds8ElQchZpvMT7tPV3cKQLWBhanMSlJWEbKiEOJjxNuo48ll+52tOGO6hjKic4jLObtS8pyv9drGz9DJPH6M719+lrJCEzq9gfZ9B9Bt+Cj8w2ofqxTRJY7g6FhyUpPJz0wnP1NtnTuyeT03PvsyMT37NLpuzWn7L8soKypEZzRit1hRFJldy39h1/JfANAZjITGdsDTzw+fwGC6Dh9F+979zln9ZLudU/t2ExrbAZ+g1jX7xWazIUkSWm3VfEMOycnJ1ZYHBQUxZsyYOt8jNzeXtWvVf7PDhw8nPNx1NXKdTv2VaDQa6dy5MwcPHnQea7PZ2L59u/PYpKQkEbBcaOw2WHqXGqwEdoC7VqlfXoVzotFTQBRFcemaAfD3VweJHj16lB07dvDiiy/W63q7d++md+/aF34yGo0Yjcb6V7i+bBb1ubr+6vYjwegH5vLuqIF3QsIiAAYHFnFfpAG71ogsadWR4xodikaPggaNRoNGUrt+Ar0MXNrb9Ub+1GU96B8TiIKCVqNBp5HQVnroNBIdQryJCaraUjJl/npna8nZ7hjenjlX9XIp252Sz32fq/lbxnQNZXLPhg2AttusrPnsY0pNBSRuXg9AaPuOXDnzSQIi2rl1Da1Oz7TX36EoNxfTmUxMZ7JY/t48AArLx8G0VsX5eWz+Xv1GPub2uwiKjGLt559QmJtNWVEhiixjs5hJP1ZpJspfK5h03yP0Hjepwe9bkJWBzWolOKr2gN1SVsoPr8wh9dB+NFod8SNHM+jyawht7zrAOilhG8e2byGwXSQd+g4grEPtrWJNYeXKlWzatAmdTke3bt0YOHAgnTpVvK+iKGzcuNEZQISHh5OVlYWiKHh7e3PfffdVaS2pzGazsWfPHtasWYPVaiUmJoZJkyZVmT5fXKwmcTSbzdxwww2cOHECk8lE3759kSSJCRMm8Pfff3PgwAHn5ALhAqEosPw/kPSX2sp+0xciWDnH6hWwPPnkk0yZMoWYmBgKCwtZsmQJa9ascTbRfvfdd4SGhhIbG8u+ffuYMWMGV199NZMmVfwynjZtGlFRUcydOxeAOXPmMGzYMOLi4jCZTLz99tvs3r2b9957rwk/ZiPYKrWwnC2sOzyRDFkHwScCvIPVqHv183Qv3Ez3xOtrvm5Eb7jqfQjrAdqqfwxRAZ7cM7r+N4rj2cU1BisBXvoqwQrAE0v3kl1kxtdDxxs39G1wDpTTRw6ze8WvLmWTH3jU7WDFQaPR4hcSil9IKEURuUgaDYosOwfutkYFWRn89s4b2K3W/2/vvMOaOt8/fCchCWHvjYDiQkXc4t6jaq3Vam2rtrW1w+7tt61dP7uHta3WTmtt1apVO6x77wUOcKLIBtmbJOT8/jgQREBAWep7X1cuyZnP8UDyOe/7PJ8HZ59mdBw6EoVCwZSPvgTkL1x9QT55mZkkR53FoC8i5uRxzuzdyabvviY9Pg5nn2Y4enihs7PHztUNixokkaYnxPHrK89gNOhRWVjg1jyQNqFyX6hioxFbZxf0hYUU5uZw9L+/yMso8QkqNhK5cyuRO7cS1Hcgg6c/gUZnRUZiPGs+ftd8/F2/L8Le3QM7Z1eGPfZMre9lTQkLCwNkYREREUFERAT9+vUjNDQUnU7HiRMn2Lx5MwBqtZpu3bqxZ88eMjIysLS0vObDS1ZWFosXLyYtTf79cXFxYeLEiZX+nvv7+7N7925AHs25UjSB/KA0YsQIRowYUSfXLbgJMBZBZiyE/QqHfwIUMP4H0U25EaiVYElOTmbKlCkkJiZib29PcHAw69evZ+jQoQAkJibywgsvkJycjKenJ1OnTuXNN98sd4yYmJhy2fWZmZnMmDGDpKQk7O3t6dSpEzt37qR79+51cHl1QOmUkLKKYWqFAtyveNIKGgsXd0HaOdlIyGSofL+kE7CwL2jtYdpa8KqbqqiDJT2FKqPYJPHrvmimhPqXW1aaR+PvbM33uy5gq7XA1tICR2sNg9u6Y1NDL5aLYWUtAXqMm4Sts8sNPZ2f3L6ZDQvmlsVqqOL/sgGQJInInVs5+t9fBPUdRJdRY4k/HcmJrRtwCwjkwOrl5GdlolRZ0Pe+aRW+DBUKBVora7RW1jh5yUZSHQYNR6VSEblrG4f//rPc9taOTjz0+QK0VlX7FwGkXIzCaJBHAYuNRhLPnibx7Okqt9fodEx44/9QoODwP6s5s383kbu2kRh1jjuff42N339dYZ+s5CSykpMI2/APA6c9WqP/r9ogSRJ6vXwN48ePJyoqivDwcHbu3Mnu3buxtbU1J8nqdDrzVPDGjRsBSEtLY968eUydOhVLS0t++ukn8vPzCQoKIiMjwzy9rNPp6N27N926datS4AQGBhIUFERkZCTh4eE1yokR3GJIEpxZJ4+WJ0dCdjzlnLWGvitXhgoaHIUk1bQAt2mTnZ2Nvb09WVlZ2NnVoY38H1Mhcq2cXPVCZPXbX43JBFIxFBtk8XJiheyGeCWjPodu0+sk3Nj0fN79J5L0PD0qhQIrrYrU3CJz/6Cufo6sfKLM+l5vNNHh7Q0UGU2VHu+eLj58ck/18/TFRiM/PPUwuRnp+AV3YsLrNZ8GrIrti7/nyL9rze8Du4XiEdiKrqPHobK4tohKib6AvrAA79ZBN+yaa9TrWf3R28ScPH7N7ezdPZjw+v/h4F7zKbVio4GIHVtIuRhFRmICMSePAWBpbcOj839GY3ntKhTJZOLof3+z49cfkaSK91Bna4dny9ZodFYolEq63DEW9+aB5vXxZ07xz5cfkZuWal6mttRx/5zPSbl0gXXzPjEvv/PF/9VL24SCggI++ugjAF5//XXUajXh4eHs3buXlJQU83ZarZYJEybQsmVLcnJymDt3LsXFxeb1CoUCJycn80jKldjZ2XH//fdXyFm5GkmS+OGHH4iPj6dXr17lRocFtwEmE/zzLBxdXH652hrc2kD3x6DjpMaJ7Rampt/fopdQdRSX5rBUnQh4TZRKQAmqkuH9hLCK23iGXN+xK8HXyYrvp1ZMcv5uZxTvrztdoWRZY6Fk5eO9OHwpnZxCIzmFBr7fddG83u4apnRXcnbfLnJLphta9+p7A1dQhk9QMEfW/WU2tTl/aB/nD+3DZDQSOmFypftkpSSx6/dfzDk03m3aMfDBGbgHtLjuOM7s20XMyeNYaLSgAGNJzpZCqcTW2QWT0YjRaGTM87NqJVZAztkJHixPLxz97y9iTh5DoVAy6tlXqhUrpTF0GTWW4KEjiDp8gLP7d3Mx7AhGvRxjQW4Oaq0lPe++F2efijku3q3bMuXDL/n3y4/NYqnPvVMpys8tJ1Z6jp9cbz2eSvNGtFqt2UslJCSEkJAQUlJSOHXqFDY2NnTo0MGcp2Jra8uzzz7LypUrzYm4kiSZxYpSqcTHxwcvLy86duyIu7t7jXxTYmJiiI+PBxDOtk0FSQJjIVhYVmnYWSeYimHtTDi2VHY2D50Jbe8ExwCwdqnfcwtqhBAs1WEWLHX0X2VxhWDw6wN3fFx+SqmeSMqSv8C8HSp+CQa62bD1dAp7o1JJKnG7BXh5eGse7VuzKR33FmWeOWmxlVdy1JbArj2Y+tE8InZswagvwqjXE7FjC/v/XI7W2hqvlm2w9/Bk7x9LSDx3Ble/5pzatZVio9F8jPjTESyZ9RxBfQbQ+96p2LnUzLPmSjKTZS+eoH4DGTL9SXb89jNFebl0u3M8Tl4+gPxleSMjOZdOhLN98Q8A9HvgIfyCO3Hu0D5O7dyGRqdj6IynrzmqpNZoadOrH2169cNQWMiFsMOc2r2dqMP7ObNvF2f276Zt7/6ETpiMo2f53iZWdvaMf/1djq77i6L8fEKG38Gl4+HltinKy73ua6uOUsFSWfsONzc33NwqT2y0s7Nj/Pjx/PLLL6Snp9OpUyfs7e3x8/MjIOD6nJodHR3RaDTo9XpOnDhRqwrHpkJ6ejpGo5H4+HgkSSIkJOTmNLkzFsl5I7u/hKwYUGnkz8peT0PQXdf/EFkZxUZY/RicXCnnK47/HtqPr7vjC+oEIViqw1iSN3GjgiX3svxHl3nFl/ml3XBxZ4MIlvjMfAC+23mBvVGpFBpMJGcX0tXPkbPJuRUSde/u5M3MgYGVHapSnLx86HXP/exd8RtH/l1D/ynT66SBoatfAAOmyi7JkiRRkJvDhSMH2bboO6CsaSLIpdQAzdoH03/KI1ha27Br6S+c3rODyF3bOLt/D53vuJPud91TbW7IleSkytMSdi5uKJRKBkypOH13o9e65cf5SCXtGWycnFn65kskniurJjLo9bQO7YNvUAd0ttee8lRbWtI6tA+tQ/tw+dJF1i+YS8rFKE7t3s7pvTsJ6juIbneOLzfiolSq6Dp6nPm9f3An+j3wMDuX/ARA5K6t9J08DXU99Pi6lmCpDnt7e5544gmAGjvdXgs7OzsGDx7Mf//9R0pKCpmZmWg0GjQajbnkuSkSHx/PiRMniImJISGhvA1CdHQ0PXr0wNv7JmrCl3Ialt0H6VFly4r18gj1yofB62u452e5yOF6kCTIiAaTEex94PgfZWLlnp/lXERBk6Pp/gU2FUqTZpU38GEYexB+vqPyBFx1w/TL8XYoO09pPgvAtjOXS9breHJgC2wt1agUCvq3rv1IhHebMuF1MewwzTt3u4GIK6JQKBj6yEz+zs0l4YycT2Q06NHZ2lGQkw0KBcGDhzNk+pMoSp4oRz3zMl1G3cWOJT8SF3mSg2tXcmLrRkInTCZ4yMhqc2EAslPl/6PrGZ2pKU7evmQkyl80/375MQAWWq15+unsvl2cLZnm8gvuxIgnn8fGsfopi9jIk6RcLPvQl0wmInZsJmLHZuzdPXBt5k+z9h3pMHhEuaqkzOREDq5ZYX5flJdHdtrlakunr4cbESxQN0LlSgoL5VHGgoIC5s6da16uVCrN4kWj0aDVas0/W1tb06dPn0aZRtq5cydbt24tt6zUy6a4uNjcxLFNmzbceeedWFk18R5dZ9bDqkdAnwM27tD3JXm0oyhbFhb7voaEo7BoNDy5v+ZW+AWZssFn1BZZrBSUeE8pLWThAtD1ISFWmjBCsFRHcYnIqKT0uMac21gmVpxbytNCFlqw82ywbPM3R7fl3u6+ZBcYyCkykp6rx1BsQl9swkKpZFwnb3SaGxtibdY+GAd3TzKTEzm+ZX2dCxaQRx8mv/sx+1ctY88fS3Bv3pKxL7+OjaMzRoMetaZi9YdHi5ZMnP0BF44eZOeSn0lPiGPrzwsJW/83wYNHYO/mgV9wSIVWAcVGAye2biIpSq4ysa1HwTJw2qNoLHXkZWZQlJ+PR2Aret49CVOxkZ2/LeLM3p3mbS8dD2P5W6/y8JffVTuyczH8cJXrSqt/zh/az5F/1zDwwRk4+/hRbDBw9sBuCnNzzNu26d2/XsQKlAkWS0tLTCZTo09flFYJ5eTkoNfrMZZMMZpMJgoLC82C5mqsrKwYMmRIQ4ZKUlKSWaz4+vrSqlUrQkJCsLW1BeDixYvs2bOH8+fPc/r0aS5fvswDDzyAo+ONO1nXOfnpsPtz2Ps1IMk+VxMXy/kjINtGDHgVOj0APwyGrFi5IKLT/VUf02SSfVNOrIDT/4D+iqlNpVr+LNaX/J7buEPPJ+vt8gQ3jhAs1VGqvG9kSqhU9DQLhWn/3Jj4uU4UCgWt3G3r7HiSJBF15CBaKyt0tnZEHT5AbOQJszNts3p2pO1x9yQCu/XEwdPbPDJQmVgpRaFQ0KJLDwJCunJi6wb2rvidjMQEdpRMeWh0VnQYNIwOg4Zh5eDIhSMH2bfyd7JSkgFw9PSqVwM1ezcP7nj6pUrXjX72FUY/+wo7lvxkLn82FBXKw9rVCBbTFfk81yIrJZk1H5dVdl3tgnv+0H6K8vPR1sPTeX6+PF0ZHh5OeHg4lpaWWFpalhvF0Gq1dOzYkdatW9f5+a/G1dXVPM0E8iiFwWCgqKgIvV5f4bVq1SqgfOPXK/c9duwYhw8fxsHBgXHjxtXpiJCtrS1arZaioiIsLCzo27d8wntAQAABAQEcOXKE9evXk5aWxpdffsmYMWPo0qVLncVxQ6ScgmPL4NCPZeKhy0Mw8mOwqMQM0N5brqrc+n9ygmxlgkWS4Nwm2PqubCFRimtb6PM8uAeVPDxq5ca22fHg2RHUojdUU0YIluowlZRN3ohg8S75YIjZBz8OkR0S7X1uPLZG5MLRg6z9pPLS5fYDh+HqF0DEji206d2/RtMutUWhUOBS0kSxNihVKjoOvYO2fQYQtuFfUqIvkHLxPJlJiRz5dw1H/l1TbntrB0d6jJtYYcqkMbjSq0VrbcOGhfOwcXTG2dsHa0dntFZWaKysyM/K4tjGf8lJSyXu1EkA7njmZQAyEuKJ2LGF7MvJ1zzX1SZ99dkHqUWLFhw/ftw8clHVKEZKSkqDCJarUalUqFSqSgUJwJEjR4iOjq60HHP37t1s27YNgISEBLKzs/H39wfkqSxHR0fatWt3zXYE18La2prQ0FC2b9/OxYsXq9yuS5cuqFQq1qxZA8C///7b+IJFnwf/vgTHrujX5NEBBr4Brasx5gu+F7bOgehdsuBxaysvlyR52ea3If6IvExjCx3vheCJ4NOtosh38JVfgiaPECzVUTrCUpnTbU1pO0Z2td0wS04aW3Y/PLwB1HWfwNhQJJ0/W+W6k9s2cnKbbOqlVKlo22dAA0VVczQ6K3rcdQ8g53VEHzvKkXVriT8VgdGgx9LWjm5j7qbTiNGotU3jPvkGdSA2Un5aTI+PJT0+tkb7Obh70rJ7L7Pg6nXPfcRFnmT5O69V2NbF1487nn6JbYu+M58LwNHLu16EJ8gNVV977TWMRiMFBQVmwaLX6zl79iwHDsjNJFu1alUv579RSjvFVyZYru59FBcXR1xcXLllR48eZeTIkdV6xFTFlVVURUVFVZrihYSEmAVLr171U6JeY/LS4PeJEF8yZRnQH7o/Cq1HVd4G5WocfKHVcDi7Hr4fDJ7B8kNlRrQ8VQRgoYPuj0CfF8BKlKjfCgjBUh2lZlw3UkKnUMjDln6hMK8TJIbD8WVy76GbFJVF+dEGjc4KfUF+he282wQ1VEjXjUKpJKBTVwI6ySWsxUYDCqUSZV2WTdYB419/j4yEOHIz0snNSCcvI53s1BTS4mIpzM2hqCAffX4eFhotPm3b4xfcCQuNBt92HcxipdhoYO+K383NGAHsXN0oNhqxtnek/5TpuPoFcM/s94k5cYyVc97AQquleaf6L++1sLDA1tbWnH8BsGHDBvPP58+fJzY2lmbNmuHj40Pz5s0bpp/YNZAk6ZqCxcvLi6goOel5xowZREZGYjAYkCSJrKwsLly4QHR0NAsWLMDPz4/Bgwfj6+tbo6qzwsJCjh49yp49ewCq/f+4Ujx16ybnlxkMhjpPWq4Rfz0lixVLBxj/I7S8jtyfMV/Cr+Pk1igx+8qWqzTQeRr0fxVs6i/vTNDwCMFSHXUhWEq5WJY4iXfT93coNhrJTU9FbalDZ2NrrrwB6D7uHjwCW1GQnYVb80CcvX3l6ZXoCxxcu5KMBPkpcueSn2nbdwABIV1RXuewd0NztRhrKqgsLHBp5n9dU2Egf7lu++UHjm3817zMyt6BqR9/VaHMW6FQ4BccwovL/7n6MA1KqRgAzK63sbHyE7RSqaRr166MGDGi0RJ1CwoKzEm5VwqtUrp27cquXXJ1l1KppFOnToSFhWFpaYmPjw++vr7mHkmXLl3ip5/knKrp06dX231+9+7d5r5HSqWSwYMHX3P7UuEEoNfrWbx4MRcuXKBr164EBQUREBBQJ1YE1SJJcKGky/3EX6D5gOs7jq0HzNgOMfvlih+TEaxdwacraK6v4kzQtBGCpTpKBYviBj4Qiw3yMOU/z5ctc2maw9tXsuK914k/HQHIX5Z2rm64+rfAo3kgVvYO+LYLRuHTjCP/rqYoPx+ftu1p3bMPbfv0Z9N33xCxY7NsWrZvFzZOzgR2C0WhVODm34I2vfs3ek7I7YKhqJD9q5ZxcO3KCuvyszIJW/8PPe9umnbjU6dOJSUlBTs7O0wmE9nZ2cTFxXH+/Hmys7M5ePAg+fn53H333Y0iWkoFlZWVVaUjFaWd60Guhjp8+DCnTp2q9rhbtmzhwQcfvOY2AQEBZsEiSRKurtceTUhMTDT/fGVz2cOHD3P48GEef/xxPDyur1N7rdDngUGuDMOr840dy0ILzfvfeEyCmwIhWKrDLFiuc3Qg7giseFA2jStFbSX/wVaWAd+EMJUmHCOPtmQkJpCRmGD2A4Hyxm0nt23i4JoVTHrnI0Y8+RwdBg/n3MG9ROzYQm56WrlOzknnzzLkEVFC2BBEHT5QqVhx8vYlPT6WPct/5cLRg7QfMJQOg4c3zFN2DfHy8sLLy6vcss6d5S+59evXs3//fk6ePMmgQYMaxQOltCmjpaUlycnJaDQaLC0t0el05Ofnk5mZad42NTUVna6sCkWr1eLo6IiDgwOnT5c1rPT29q62G3RhYSGOjo7mCiFJkti3bx/9+1f+5V1QUMDZs1XnnQF8++23+Pn5MXXq1OtOAq4RKSU92Ww8wLIO+74JbnmEYKkOqbRK6Dr+gM9ugOUPyA6NKi3oHKDFYOj/MuiaoA/CVQyaNoNV78+mMC+XwG49CRk2mqSos5zctslcvmw06PFu0w6vVm2I2LGF9IQ4Vn/0DhPffB/v1m3xbt2WPvdO5fyhfSSeO0PKxSjiTp3k2KZ12Lm60X3shEa+yluf5p27ETx4BGf27yJk2CgsNFo8W7bGxsmZPz94i+zLKSSeO0PiuTM4+/rh3bptY4dcIwICAti/f3+jxlDqIZOens6CBQvMy0vt/a9EkiT69OnDyZMn0ev1FBUV0aNHD4xGIzY2NsTExODv709gYGClCbhZWVlERUVx7NgxLl26VGG9i4tLlXHqdDomTJhAUlIS9vb25OXlYWdnR2BgIBs3buTkSbma7NKlS2RlZdWv+EuUe1bhWb/WB4JbD9GtuTq+aC9P57QeBZN/r377UopyYUGobMXfcjiM/+GmfJqIOnKQNR+/i0KhZPz/3sUvOIS8zAx+eWkmVvYO9L3vQZp37oZCoSAtPpZls1+hMDeHLqPHVWphL5lMLH3zZRLPn8HZpxkPfja/Ea5KUIokSXw38yFy01LRWlvz8BcLsbJ3aOywaoTJZOKbb74hLS2Nnj17VjsqUR9kZmayZs0asrKyKCoqMnvKXElgYCDdu3enZcuWKBQK4uPj+f777695XKVSia+vLzY2NgQEBNClSxe+/vrrcp2o1Wo1Go0GNzc3xowZc90iIzc3l/nz55tjf+WVV2rnhmsqhkt75ArInCRAIVdA2riDjZu8TGkh+1B5tIf/XoUD30LvZ2Hou9cVs+DWQnRrritKp4TyK7asr5Jio+zEmBkD9r4w4UfQ1p1pW0PSokt32vTuz+k9O1j1/mysnZzoNHw0ve65H/fmgXi2LPPFcPb2ZeRTL7D6w3c4um4trUP74BlY3jdDoVTSacRoEr8+U6NuxIL6RaFQ4NOmHaf37KBd/yE3jVgB+Uvd09OTtLQ09u/fT0xMDEOGDKF58/oz+LsaBweHcrkmxcXFhIeHEx8fj6urK926davQg8jb25uRI0eybds2CgsLsbS0pGvXrlhbWxMVFcX58+cxmUzmUZSIiAhSUlJwd3c3C5bnnnsOBweHG4rdZDJx8uRJ/vyzzN+nY8eOtRMrGdFyb59Sz5PqcGoOWXI3bKyqHhESCCpDCJbqyC7544rdD+c3Q2A15Xf6fPi0ZZkF9Ji5N61YKWX4E89RmJdLdPgRctNS2fX7IvO6Nr370+WOsXgEyknEzTt1o3WvfpzZu5M/3v0fNo5OaCyt0Oh0aHQ61JY6s2mZg6dXZacTNDDuzQM5vWcHcZEnGzuUWhMSEkJSUhKpqakkJCTw22+/MWPGjOv2NLlRVCoVXbp0qdaUrUePHvTo0aNCK4LQ0FDOnDlDdnY2Wq2WhIQE9u/fz8GDB8vtf6NiJSEhgZUrV5Kenl5uea2M+Ypy4de75QaFGhtoOazMgM1QANkJ8sveW35/YQekX5DXq7QQeO2qJoHgaoRgqQ0W1RiIRe+GnZ+UiZVWI6oXODcBFmo142e9w/EtG0iNjUafn09eVibR4Uc4vWcHp/fupOfd9xI64V6UShVDpj/J5egLpCfEkZmUWOVxHT2apmAxFBUSfyqCzJRkki+cJyftMjpbO0In3IeT103U8baGGIpkV9mU6CjS4mLLdXFu6gQGBvLUU0+Rk5PDihUriImJYdeuXUyYcHPkRlVW2XSlaAgODsbFxYV//ilLWO/du/cNn3fNmjVmsWJnZ8eAAQPQarW0bVuL/KXo3bJYUVvLTQirc4vNT5c9qDJjwK8PuNS8G7xAAEKwVI+1K+RdlvNQ/PtUXH9lP5eVD0NuieX50Peg9zMNF2cDEDx4eLn3SVHnOPzPas7s3cn+VUtJOHuK0c+9is7GlqmffEV6fBz6ggL0BfnoCwtKfi5AX5iPUqkieOjIRrqSqnnntZf58utvyCkowt3ehrEh7WjuKucGnN6zgye+/w0rO7lU9c8//2TBggWEh4dTVFREu3btePvttxk+vPz/06pVq3jzzTeJioqiRYsWzJkzh3HjxgFyTs/mjRv47LPPCT92jOTLl1m9ejV33XVXg11zwtmyCpW/Pn+fhz5fcI2tmya2trYMGzaMH374gZMnT9K/f/9qy3xvFrp27YpOpyMpKYkWLVrQrFmzGz6ms7Oz2dfGxsbGXHlVK0rbldi41qzViJUTtBhU+/MIBCU0blvUm4nKrJ0P/wTvOMDb9vB5UJlYAQj/DYz6ivvcQni0aMnoZ19h5FMvYqHVEnMinPnTJ5OTnorKQo2rXwDebYII6NSV1qF96TBoGF1GjSV0/GR6jJuIzqZpTZUtX76c9z75nCFtA3l+WB+auzjx4+7DOLZqZ95mwaP3m/sN7dy5k6FDh7Ju3TqOHDnCwIEDGTNmDGFhYebt9+3bx6RJk5g8aRI7Nm1gzLChTLznHj5+egbfPjaFL+6/i+Xvv4UxPpoRLRtnZCN0/GSzy296fCw7lvxkHnW5mfDx8TF3IT5+/HgjR1O3tGvXjsGDB+Pv718nfjPjx48359bk5+eb2wUYjUY2b97MZ599xt9//43BYKj8AKbisiKCjOiyyh+BoB4RVULV8XELyE+FkPvhrisqWiQJfhoOsQeq3vfJ/WVNuW5xLsdEs/jlp8zvG9sh9Xro0aMHqrQkxnfpAMD9cz5n4Jix3HXXXUwe0p9N331dbnsHd090dnaoLNRIkomi/Hxm/fQbfUOC+W39ZizUaiZNmkTUiWNM7lA2/P39zoPo1GoeCO1UIYaX/vi3wUdYQB7pWfvZHKIOy7/P4157i+adutX7eYuLiykqKkKj0aBSqa7LA8ZoNLJmzRqioqIoKCgA5JLnadOm1XW4txTnz59n+fLl5USJm5ubeeQF5J5Dw4YNK9sp/QL8+yLEHCgzf1NawBP7wLXpm2EKmiaiSqjOKNFzVzvd/vdqebHSLBRcW8Opf2SB02Y0uDR8Z9nGoDAvl6Pr1prf+3e8QffKRkCv13Pk8GEe6CmLiAc+mIt780CGDRvG3r17+eCDD2g/cChrPnqXi+FyRURmcqLZjwbAJEkUFBaiz0jj5NaN2Lq4sHXDenr5l+W9OHp606NjBzYcOcbk9z7F1sUFKzt7Nn47j8hd2xr2oq+kpFoo6vABFAolXi3rX2gbDAbmz59PRkZGSQgKNBpNuVdp6W7pS6vVEhISgqenp/k4YWFhZh8RAA8PD/r0qWT6VlCOwMBAZsyYwapVq0hKSgIoJ1YA9u7dS3BwsOyAayqGP6ZCUklTTLU1+HaHPs8JsSJoEIRgqY7S8acrn/xO/QMHF8o/d58BvZ+TM+EBRn4M6Rdl8dKEHEPri+jwI6z64C35jUJBz3ETCZ1wX+MGdR2kpqZSbDJhaym7D7v5y6Wx7u7u5g9zpVLFXa/OJjr8KCnRF3Bw90Cl0VBsMKBUKvl5+Ur0xk109PVky09yHkhGTg42lnJDuofnLsTR0xvL339n2baH8GrVBijpFn087OqQGoxLJ8L567M56EtGJ/pMnoqljU29nzc9Pd0sVkD2hCkqKqKoqOia+x04cIBp06aZHWVTU1MBOS/j0UcfxdKyaXTXrk9iY2M5f/48FhYWqNXqCi8LCwt0Oh1ubm7XHLVydXVlxowZHDx4kP3799OhQwcOHDhQzvTu22+/JahNK8b55aJOOgFKNTy6Bdzb102PNYGghgjBUi0likWfD2tmyqMqaefkZb2ehmH/V35zCy24tWnYEBuR/+Z/Yf554uz38Q3q0IjR1AXyh/ueP5bQe9IUJEkq94GvVKpo3rkbzTuXny5ZunQp8777npcemIRtbka5dc3ad2TCs8/h6CmL2quPmXLpIvlZmagbyJcm5uQxNn73FUX5+dg4OpEaE21e13HYKLqOHtcgcRQWluXJ9OzZk169eqHX680vg8FQ7v3BgwfNPiS//PJLhePl5eXdFmIF5ETuK23/q8LV1ZV77rkHNze3KrdRKpX07NmTnj17AvK9iIiIID8/n8TERBLPHGbw6VmoT5ecr+O94NmxDq5CIKgdQrDUlJNX9WJpMxoG/K9xYmkCRB8PY9vPC8nPygTgjqdevKnFiouLCyqVCufW7SAtgQOr/yA79bLZsOtaLF++nOnTp7NixQqGDx3Klp8WcHLbJgBcnV1wa9cRvw4h5u2vPmbsSTlh0TeoPVCx509dc/lSNFnJ8qhRYU52uXVDpj9R7+cvxdvbm44dO3Ls2DH279+Pi4sLXbtW3cU8KCiIDRs2kJmZSWFhoflV2i25R48eDRV6vaPX6zly5AhZWVlmd1xLS0uGDx+Ok5NTObHSrl07DAYDBoMBo9GIwWAgOTkZSZK4fPkyhw4dYtSoUTU+t7W1Nd27dze/j1iwAefkkvN1e0SugBQIGgEhWKrlqpzkO7+S/VVsqn5iuR04s3cX6QlyZYGDuycBDZCgWZ9IRgMt/XzZc/AgI1rIJZp5mRls2rSJsWPHVrnf0qVLefjhh1m6dKn5S2H4488ydMZTKBRKDt57L5s2beL558s6dW/cuJFevXqZ38eekvMvfBpI8LXo2oPti2Vr+DHPv4ZCpaLYYKBZ+4Z9arawsGDcuHE4Ojqyfft2/vnnH9LS0iqUhZdia2tbqb+KwWDAZDKh1WrrO+QGY+PGjRw+fLjC8kuXLhEaGgrIIyNPPPFEhfLtsLAw/vnnH4qLi7Gzs7thIWflEQglBZDFw95Hpb51/p8FNxdCsFRHwRXD+72egc5Ty96nX4AL2+Used+e4NLytshbAUg4E2n+ucfdk2qV8yCZTFyOicbKzh4bJ+f6CK9WFOXnsWrObLq6ObL0YDhOColefXqzIyGNmJgYHn/8cQBmzZpFfHw8ixcvBmSxMnXqVL788kt69uxpznXR6XTY28teLc8++yz9+vXjo48+YuzYsaxdu5bNmzeze/duQO6IfeFEOPEZWWRJcj7AxYsXCQ8Px8nJ6YY9N0zFxZw/vJ/YiBNkX05GZ2uHlUNZ403f9h0bvby8f//+FBQUcODAAfbt20f79u3x9q65QZ9ara7H6BoHjaask3u3bt1wdHTkxIkTJCYmsn37dkAu4y4VK+fOnSM9PZ2uXbuyefNmiovlpq2PPPJIlVUXBQUFpKSk4O3tXaF9wJV4D3sKjn0CQNKWBXiPeK4OrlAgqD1CsFSH1g6KssHKtaxRl8kE2/4Pdn9R1msIwL0D3PEx+PWq/Fi3CNmXU8yjKwCndm+needuZkO1q7l0Ipy02EvkZmaQHh9HzMljGAoLcPT04uG53zVU2FWy5advSTx/hp5BrfHv2YdfVv7Jmvk/0r59e9atW4efnx8AiYmJxMTEmPdbuHAhRqORmTNnMnPmTPPyadOmsWjRIkAuC122bBlvvPEGb775Ji1atGD58uXmp97UmEucj0vk2+37+WKTLGJeeOGFCse5HoqNBubef+18lMYWKyBXB40cOZKsrCxOnz7Nn3/+yX333Yezc+OL2abAwIEDsbKyolu3bvz4449mYVwqasLCwli7Vq7SK+1PVEpVYiUvL4/ffvuNhIQE3N3deeihh6rM/9FYO5CtccdOn4z3/rdACBZBIyEES3XY+0BKJPR/WR49MZng3+fhyCJ5fbNecqZ87AFIPgG/jIGJi6FNzeeMrwuTCerAQOp6sNBo0FpbU5Qn+zDEnAjn6Lq/6HPvFHLT0zCZirFzkafM4k9HsvL/3qj0OIW5uQ0Wc1UYigo5d3AvAGNffB2foPa898W8Sre9WjyUPulWx4QJE6q0io+LPEGgmzMr35/N+Fnv1DjuUhLOnuLQX6uQJLBxdKTXxAfMwvHE1k3m7dr1H4JXqzakJ8RyYusm9AX5Ta6aa9SoUURHR5OWlsZXX31Fs2bNmDx5Mjrd7dUkMzc3l71795rfm0zyQ5FarWbq1Kn89ddfZGRkmKcVt20rK4e/UqxUZrOv1+vZsGEDYWFh5uMmJyezdOlS+vfvX2XjyDTvIdhd/O3GL04guAGEYKkOq5KnPGsXyE6Erf8H4UtkX5ax8yFksrw+Px3+eQ4i18peBff8Am1H120shkJ5VOfIIshNAodm0GEi9HsJ1A33oW5l78AjX/1I9uUUfn1Vbj/g1boNeZkZLHrpSYry8rBQa1CpZUM1AAcPT5p36oa9mzuJ589yes8O3Fu0bLCYqyL62FGMRUXYubrj3bZd9TvUMbElDQd92rav1X7nDu5l/fy56Avyyy0/tuk/HvpiIU5e3qTGXASg8x1jGTjtUfM2/R+YjkFf1OS6Zdva2jJjxgz++usvoqOjiYmJ4bPPPqN///6EhoZec9riVsFoNPLdd+VHHbOysrApmXK1srLi3nvvLbfe19eXiIiIcsucnZ0riOScnBwWLVpkrrTy9PQkMVH2Ebp06RKLFy9GrVbj6uqKhYUFU6dONf+f69oMgYu/kaewxrruLlcgqBXCmr86So2AVz4Mn7cpEyvjFpaJFZCt+8f/BO0ngMkIKx+C81vqLg59Hvx+D+z4UBYrIDcR2/UpLLsPjNf2rqhrLK1tzCMTAEnnz7FyzpvmURejQU9Rfp7Z26PbmPEMfHAGne8Ya85bcWwC3ZrPHdwHQMvuodflsnojSCYTcaflLxqftu3JTk1BMpmq2Uv2vvnrs/fNYsW/Y2d6jJtkXv/7Gy+QkRiPotQj4yoza4VS2eTESilOTk48+OCDTJ06FZ1Oh9FoZMuWLaxcudJcDXQrsn79ej744AP+/fdfsrPlyi0bGxtmzJhRbT5PZaMiaWlpLFmyhISEBLOvzYULF8xiBWDQoEE88cQTdOzY0Ty9ZDAYSEhIICYmhv/7v/8zN0hU28tVbUqp+t9PgaC+ENb81fHr3RBVIjwUSvDoAP1fgzZ3VL59sRFWPSyPtKAAr05g5wXeXaDH46CxqvpcxUbY+TGE/SbnxrQeKTcLy0+Dwz/K/To0NjB6rtyIMXo3/P0MGPJh4BvytFUDYdTr+XLK3ZWuCx48gh7jJmI0GCg2GlBZWJg9SApysvl33ifEnAhn0MOP02l4HY9C1YJio4EFjz5AUX4e977zMd5tghr0/Kkx0fxS0s7AQq3BaJDNuvre9yCdho9GXZJTkJuRzuVLFzEWFZGbkcbWnxeajzFy5gu07TsQhUJB4rkzrPv6U3OHbCcvH9IT4rBxcubRr39Cqbq5TL6Ki4s5fvy4ueLF29ubESNG4Ot783STrgkXLlwwJ3JfiY+PD4888kiNjpGRkYHJZCI1NZXdu3cTGxtrXte8eXOmTp2KwWBg48aNHDp0yLzuvvvuo1WrVphMJjZu3EhhYSHh4eHm9SqViscee4zCI7/T7MBbpKtccXrz/PVfrEBQCcKav64Y/KbcD8izI7QaDpaVJ5aaUVnA3d+DQgURf0LCUfl1+h848jOM/ARajyi/jyTB5dPw93MQu79s+eEf5VcpWjt44E/wLSkhDr4HsmJgy7sQd7BOLvda5KSlcnDtSnLTU1EqVfgEtacoNxetjQ1xkWXW6GpLS3LSUslMTiQjMYHMpATZxj4pkaL8PPN2pSKmvkiLi8FkMmHv6oZGZ0VRfj7FRoM5xyPmxDGK8vOwdnA0u842JKXlzIBZrADs+n0Ru35fVO3+9835DM/AsvYPni1bc8+b77PohScwFBWaE6Nz09PISEzA2efm+qJXqVR06tQJW1tbli1bRnx8PL/99hszZ87E1rbxk4Xrgujo6HJipU2bNpw+LXfPbtmy5lOmpU0fnZ2dad26NefOneO33+Sck9IRFrVazahRo2jZsiW///47gHnKR6lUMmL4cDi3kbs8vdh++jI7LhahKDZycP5jDGYPANluPaikDaxA0CAIwVIdXp3kV22w0MI9P8Pg2ZAcIU/d7PtG/nfpJPDvC96dZYvrxHCIP1JWPq21gxEfgq07HFsmCxmdo1w23W062HqUP5d9yZdQYdYNX2p1fPfkgzXa7si/a8wdjSvD1tkVz1Ztap23URtiI47zx7tlxn4anc48PQWyF0lGYgIArXr2QdEICcwW6rLS1Y5DRxLYtScRO7cSd+okuelp5bZ18vJBa22NdUlJsm+7jni0qNi/xc7FlSd++I15U8aXW36lILrZCAwM5JlnnuHXX3/l8uXLrFmzhvvvv79OuhY3NqXTPwATJ04kKCgISZLIy8vDyuoao7HV0LJlS9q3b8/JkycriLtWrVphaWlJYWEh1tZXZKQcWAjrXwVgANBXqUUyGbFALpFO1vjhNuHj645JILhRhGCpT5wC5BdAl2mw/UPY9zVE75JfV6LSgn9vGPUZOJXMSQcOqf4cpYIlJ/Ha290gRv21v/A8AlvRecQYYk+d5NTu7ehs7XD08MLBwxMHDy/zz/buHqg19Wc8pS8s4NBff1YQTFeKFcDclRigw6BhNAbtBw6lWfuO2Dq7mKdr/EO6IEkS0eFHOLljCw7uHnQcOtJcdVUT1BotLy7/h8LcXC4cPYizTzPcA1rU12U0CHZ2dtxzzz189913REVFcfDgQbOV/M3MlZU8x48fJygoCIVCYU6yrS3Z2dnExMQQHh7O+fPy1E23bhVNHVUlv2/nzp0rc11OPVOyUgsaK1QlD1GFlm6ktb4P95GvYGEpUm4FjYfIYWloMi7J00NZcXLuiXt7Ob/FvT1YaKrf/2ry0+HjUlH0kCx46qEhmSRJfH7vmArLhzzyJG16D0B7xdPg1b1yGgpJkvjtf8+TfEH+oFaqLJj68TxsnFzISknC0toGfUE+MSePkZOeRlrsJdwCAulz75QGj1VwfRw4cID//vsPgJkzZ1Zweb0ZSUhIMFcGTZo0idatW1c6emQ0GomJiSErK4t27dqVM5e7fPky27ZtIzKyzNBRoVAwcOBA+vXrV+FYu3btYsuWLajVal555RXZfG/Hx7Btjvx59NB/kB0v5+05+N02hpiCxkHksDRVHP0gdGb129UUqytmlI/8LOfNWDmXvFzA2lk2tGs+4IY6SCsUCl5Y9ncF0WKh0ZYTK6XbNgYKhcLsLQHQts8AnH1kp9jS7ssALs386/zcJlMxeZkZWNk5oLoNym8bi86dO5sFyzfffMOzzz5rzt+oL+bPn88nn3xCYmIi7dq1Y+7cufTt27fSbf/8808WLFhAeHg4RUVFtGvXjrfffrtCu4FVq1bx5ptvEhUVRYsWLRgyZAhOTk4sX74crVbLkSNHWLVqVbl9bGxsePHFFwE4ffo0kydPJjc3lz179nDgwAHz776npyf+/v507dq1SvO9gpIRx+Li4rK/mU4PwN6v5CnqdS/B8A9AW/9duwWCmlKrSeAFCxYQHByMnZ0ddnZ2hIaGmj88QDYgevDBB/Hy8sLKyooRI0Zw7ty5ao+7atUqgoKC0Gq1BAUFsXr16tpfye3M82VPVRRmyS0D4g7B2f8gbIk8Lz2/B3zRDra9L4/KXAcKhYJ2/QeXW6a1blofaGNffN38c7MOdd8bJz87i7hTJzm+eT3bF//A6o/f5ecXnuCLyWP57okHWfvp/1V/EMF1o1areeihh8zvN27cWK/nW758Oc899xyvv/46YWFh9O3bl5EjR5ZzPL6SnTt3MnToUNatW8eRI0cYOHAgY8aMISwszLzNvn37mDRpElOmTOHYsWNMmTKFBQsWmJNji4qKSE1NxdvbmzNnzvDnn3/y4osv8vjjj6NSqbAlF8OZjVxcN4/VX7zI/n17MZlMBAYG8sQTT/DYY48xfPjwKsXKuXPnzMZ0AwYMKOvBZOcFIz+Sfz66GOb3hHObKj2GQNAY1GpK6O+//0alUhEYGAjILd4/+eQTwsLCCAoKolevXqjVaj777DPs7Oz4/PPPWb9+PZGRkeWTu65g37599O3bl/fee49x48axevVqZs+eze7du2vVtOummRKqTwyFkB4li5b8NPmVkwwx++SXscQF08Yd7ppfsxyZq5Akic0/fMPxzevNy3qMm0S3O8dXGGmpa4x6Paf37KAwN0duSSlJlP76ujTzo3mnbqTFxbDoxScB6DXxfpBAa21N8JCRWFTSc6YoP5+I7Zsw6PWoLCxQWVigVFmYf87PziItPpb0+FjS4uMqdDe+Gp+27Zn09od1femCEs6ePcuyZcvMowKOjo48++yz9Xa+Hj160LlzZxYsWGBe1rZtW+666y4++OCDGh2jXbt2TJo0idmzZwPytE92dna5h70RI0bg6OjIL7/8wo4dO5gzZw6nT58297EC6NWjG81PfE5gfvmmiIm4cqHrO/QadV+1o5tGo5EFCxaQlpZGly5dGDOm4jQv57fIJpiZJaKs26Mw6tMaXatAcD3Uy5TQ1b/cc+bMYcGCBezfvx+1Ws3+/fs5efIk7drJjqHz58/Hzc2NpUuXVuknMHfuXIYOHcqsWbMAucHcjh07mDt3LkuXLq1NeAK1JbhX4dZqKIQz62D7B5B6FpaMhzs+he6PVr79FRj1ekzFRv775nPysjLxatm63PoDq5eTn5XBsMeeqYurqJIz+3ax4dsvq1w/9eOvsHF2QaFUIplM7P2jzErcyt6BNr0qzuWHb/iH3csqemBcCztXN5y8fNDZ2nEh7BCSyWRO6vVshPLoWw1JkoiIiODUqVO4urqajcysra3LGZ8B9dpvSK/Xc+TIEV577bVyy4cNG1bOOv9amEwmcnJysLS05MyZM6jVanbv3s2MGTNIT09HrVajVqsZOnQo8+bNQ6PRMGjQIL7//nv27dvH559/jkqlonnz5vS0ijGLlWytFwqdA5rM83hyGd3R19H3G4HW7tr/HwcOHCAtLQ2dTlfltBaBg+HJ/fJo7P75cOh7eUq5rp27BYJact2T7cXFxaxYsYK8vDxCQ0PNw5lXNtBSqVRoNBp2795dpWDZt28fzz//fLllw4cPZ+7cudc8f1FRkfmcUL48UFAJaktof7dsRrf+Ndne/79X5JJtn66V7pKflcnWnxdyZv9uFAqF2YU18ezpCtvW99RQQW4O6+d/YX7fqkdvLLRaoo4cMLvrZqUk4+oXgL2bu9k8rZSqSqgzk+Xt3Ju3xMnbh2KjEZPRgKm4GKPBgKWVNU4+vjh5+eDk7YuTpzdqS0skSeLrhyaVs8bX2do1WsXRrUJiYiIbNmwgOjq6wrrSPjkajYYJEybg4eFx3dU0NSE1NZXi4uKyKpoS3N3dzQ0Iq+Ozzz4jLy+PzMxM8wNYUlISx48fZ968sp5VJ06cID4+ng8//BC1Wo2zszNvvPEGd955JzExMbzzzjtMffcXTj1phaHnM3jcPQeAnISzFH0/BAdTBhf//Qi3IU9RmBaL1sEDG4+KlWGlpnEFBQVVjnoDoLGG4XMg7TycXQ+n/haCRdDo1FqwnDhxgtDQUAoLC7GxsWH16tUEBQVhMBjw8/Nj1qxZLFy4EGtraz7//HOSkpLM/SoqIykp6bo+ED744APeeaf2zeJue9Q62SlXnwcnVsi9kaauoSA3h51LfsKo16NQKslJu0xy1HkMRfKXhCRJaHQ6eoybRMzJY1w6HoZGZ8Xwx59Bpdbg37FzvYUsSRLfz3zY/L5Z+46MeUEekYs6coA1H78HgFerNhj0RRXEyoCpj2DjWLndVV6GnM/TcejIWomNhDOnzGKl04gxeLZsjV+HEKzsHWp+XUYTBZFpKK0sUNlpUbvV75RaUyQvL48LFy4QHx9PcnIyFy/K/Y8UCgUWFhYEBgbi7e2Nv78/BQUFaLVavLy8GrSv0NXTLDWtglu6dClvv/02q1ev5vTp02ab+8oondosLCyksLAQd3d3dDodHTt2xEeRzI/Dihh+WuLHYxIvvl3maG3r1Yro1pOxO/0tAWcWwpmF5l4/SdrmWNz5BS7tBpi3d3V1JTMzE5Dzcx544IGqL+DCdji7oWTH1lVvJxA0ELX+q2/dujXh4eFkZmayatUqpk2bxo4dOwgKCmLVqlVMnz4dJycnVCoVQ4YMYeTIkdUe83o+EGbNmsULL7xgfp+dnX3LWXbXGwoF9H1JFiyxB6DYwKG/VnFyW8UEOydvX0Y++TwaKyu0VrJxWfexExq0dDnu1EkMhWU+Kve8Ocf885UxJ54/S/bl5HL7dhw2is53jK3y2LklgsW6lpUm4Rv/BWQvlUEPPVbt9qYCIxkrz4KFnOcu6YspOp+JZCjfm8Vlenu0LRxQKG/dMlKTycSlS5c4efIkJ06cQH+Vx4+npyf9+vWrtNtwQ+Li4oJKparw8JSSklLhIetqli9fzvTp01mxYgXDhg2ja9eubN68mTNnzmBjY0NuSafy0NBQBg0axOeff86hQ4eYOXMmFy9eZN26f/HPPUzqhx1xKYzGWQPt3VWct+mOysqh3Lnchj5N1tnl2Jtk35QCLLGkEI+iC+SuvJ8s2w3YN5NHGCdPnsw333xDWlpa9aNERxcDErS+o24rGwWC66TWgkWj0ZiTbrt27cqhQ4f48ssvWbhwIV26dCE8PJysrCz0ej2urq706NGDrl0rn3IA8PDwuK4PBK1WW5bdLqg9Lq1AYwv6HPLOH+TQ2pXyYl8/2vYdiK2zCw4enrj5t6i0TLchS5czEuPLvf/m4XtBoUBlYUFeZoZ5+ZqP3zX/bOPswsOff2vux1MVpfvbONY8F0KSJM4fklsoeFTTcVoySRhT8kmee7RGx0798SQOdwVi09OzxvHcTOTk5PDLL7+QmppqXubi4oKHhwfNmjXDz8+v2r/9hkKj0dClSxc2bdrEuHHjzMs3bdrE2LFVi+ClS5fy8MMPs3TpUkaNGgXITR0nTpyIXq9nw4YNXLhwgdDQUEwmE2q1mu3bt9OnTx9zzs4IttOTcCiEYpScs+5OZF4Y/ToOqHA+K2cfTP87R3ZSFFauzdBprciOO43h57E4FyeR9ss4ip7dj9bOGaVSyZAhQ1i+fDm5ubn8/vvvhISEoNPpcHV1LZtiKzbApZI8nc5TZfdugaCRueFxVUmSyuWSANjby71azp07x+HDh3nvvfeq3D80NJRNmzaVy2PZuHEjvXr1utHQBNdCqZT7I13azbmFTwCyX8l9cz5DrZW/5CWTiZy0VDISE8i6nERWSjJ5GRmo1BaETrivymmWusY9IBALrRZjye9ZYV5uufV+wZ24dLysbFRrbc3IJ5+vVqyYiovJz5ZbGpRa3tcEhUKBZ8vWxEYcZ8/yJbTq2QedbcXMdkNKPmm/RGBMKyy33H50cxRqJaYcPZatndDH55K5pqShnEqB2uPWnBrS6/UsXrzYLFY6depE+/btCQgIaLI2+y+88AJTpkyha9euhIaG8t133xETE2Ou3pk1axbx8fHmfkBLly5l6tSpfPnll/Ts2dP8MKbT6bC3t0ej0TBu3DhefvllIiMjmThxIh999BGbN29m9+7dAORfOMCKjQcoaqVCHzAYU8j9fP3DEnLzC5k2bVqlcSot1Nj5lCV82/m0IfuhNeT+OATn4hSif3sS/yeWA/IoedeuXTl8+DBnz57l7Nmz8jGUSvr160f//v1RXD4tu2cr1XLCrUDQBKiVYPnf//7HyJEj8fX1JScnh2XLlrF9+3bWr5dLXFesWIGrqyvNmjXjxIkTPPvss9x1110MG1aWGzB16lS8vb3NJYHPPvss/fr146OPPmLs2LGsXbu23B+voB7p9yL8uptg20tcsrXifI4Lv7/xEgogPycbQ2FBBUv7UjKTEhj/v/capAOwe/NAnvhuibm/jiRJHF23luOb12Oh0TL88WeJPx1B/JlIJAm63HFnjRor5mVlgCShUCrNDRFrTEnOQUFONklR5wgI6VJ+dbFE8udHzO+VVhboOrpiP8IfpVb+sys8m0H6irMYU+RcGG1zexwntsLC4dpC62Zl8+bNXL582fxeq9Vy6dIlEhMTadGiBZ6eTW9UadKkSaSlpfHuu++SmJhI+/btWbduHX5+foCcJHylJ8vChQsxGo3MnDmTmTPLplGmTZvGokWLAPD29mbChAns3r2bkJAQWrRowfLly2Ubh/x0Op/5hC+zi5n4p4mMwvW4uh6hZ8+e7N+/33zemmDn05b4gR9is/Up/JLXk7BnGV6970WpVDJ69Gi6dOlCWFgYMZcu4ZS8C19TInnb97MnL4k+ffvJLrcmg5znNvQ9+SFHIGhEauXDMn36dLZs2UJiYiL29vYEBwfz6quvMnToUADmzZvHJ598QnJyMp6enkydOpU333yznIX0gAED8Pf3N//xAqxcuZI33niDCxcu0KJFC+bMmcPdd99dqwsRPizXgSTB2qcgfAkmCXamBHAk3afcJkqVBQ7uHti7e2Dv5k5uejrnD+0DwNHTi7EvvWF2k20oivLz+PbxqRiLinDy9mXsS6/j5OVT/Y5XkRR1jt/+9zw2jk489m3tSpt/efkpUmOiAbkx4UNffAvIU0zxZyJhWx5WmTrz9tahnmia2YHRhDGziOL0QvKPXQaThEKjxG6oHza9vW/p3JVVq1Zx4sSJStfZ2dmVy0m7lXn33XcxmUwoFApefvnl8k0O/30RDv2A3sYHxYztqO1uvPXApa/uxC9tB3kKa3h8L9bu/uZ1xYYiEr8ehU/WobJlKktUdy+EzEuwSfaOofUdchd64XwrqAdq+v0tegnd7hQbMf75JBYR8nBxaqsHSXAdgVqnw7WZP45e3qgsyhuunTu0j78+lRNfA7uFMval1ysctj4pzM3lm+n3mt8rlEoe+uJbHD28qtzHUFhI3OkIYiNPkJmYgM7Ozmx+5+oXwNSPv6pVDPlZmSyd/bK5IsnG0QmVRkNWchIKFIz3fxGVovrRJ10HFxzHt0Rpeevb+efn53P69GmKiorQ6/Xo9Xqio6OJj4+/5QRLfn4+BoMBlUqFWq3mjz/+AKBnz5789pvsD2RjY8Pzzz9vbkRIXip81QUKM+G+FdCqbkrk9XmZSJ+0RIuei4EPEfDAXPO66G/vwz/pX0woiHfph4cyA3XKcXlli0FgLIJLe+T3Iz6Cno9XPIFAcIOIXkKCmqGywGLCQnBrCdv+D5ezi3BpFgB9nqtyl5bdQrnnzfdZ8d7/OH9oH+u++pQ+k6fWqqPwtUhPiGfRi08gmUx0GjkGF18/2g8Yap5+srSxIajfICJ3bgXkEQ4rO4cqj1dsNPLDM4+Qn5VZ6fralCJfuc/DXyzkj3f/R9ypk+ZqIwAXP3+2Jy7FXuOKRqkjdOREinMNSPpiFEoFKnstKnstam8bLFs53tKjKldiZWVF587ly99Pnz7NsmXL6tVPpaFZsmSJuVPy1URFRZl/fvrpp8vEirEIlk6WxYqjf53ljUgmE/F/vkkAciWW4qoREufknQDEdXqFZmP/B8VG2Pqe3FU+amv5g1Xh1yQQNBRCsAjkMud+L8lz1FvehS3vgEf7a1r3+7brQMjw0YRv+IdTu7dz9sAeutwxlu533YPW6sZa0K+c84bZpC7sv78B0FjqaNO7v3mbUn8YgAc+mIuFpmKn63MH97L/z+XYu7pXECtOXj64BbQgLfYSwYOHV9i3JiiUSia9/SGJ58+Qk5aKzsYWl2b+6Gzt+GzSaFKL5OomR1NzQqdMvq5z3OqUlvfa2to2ciR1Q3FxcZVixcLCAo1GQ35+Pi4uLmVVjjnJ8PtESAwHrb08unI9nduvwlRspOD/mhEgycaK0W7D8L3rzbL1RgOWkpyjZtNmoLxQZQFD35Erg44tkxshKpTQZZoQLIJGRwgWgYxCAX1ekBsnhi2B5VPhwX/Au3JDOIVCweCHH6f9gCHs+PVHYiNPcHDtSk5s3UjP8ZPxadsOK3sHrOzsa52Ya+/qTk7q5XLLLoYdLidY7N08zD9XJlYMRYWsm/cpRoOelItlT7U9x0+m1z3V91ypDZ6BrfEMLG+sNeSRmWz+4RsA9v7xG13uGItGd2tW/1wvZ86c4Z9//gG4JUZYMjMzycjIwMfHh7i4OAAef/xxiouLsbS0NLcRyM7ORqcryW8yFMBnrcoOMnERuLaiLohdOwe/ErFyybE3/k+uMK+TTCYu/TqTAIwUoMPG5yrPG+cWMKhhp3oFguoQgkVQhkIBoz6Xm55d3Anb5sADq665i3vzQO6Z/T4Xjh5i55KfSE+IY9uiheWOqbOxxcreARdfP4Y8OhPLamz8x778huy1cgWRu7fTfuBQfNsFA9CyeyiH//4TkHNqWnYLNW+bFHWO/X8uw2iQh8G7jBqLWivb6QcPGd4gHjIdh440CxaQnXH9r6okuh3R6/UcPnyYffv2kZOTY15+K3gq/fbbb+WqoADi4+Pp0qX8fS83Rx9fWkmmgHt+lvNG6gjp8lnzz4qWQzEVG5GKjcRv/Bpd+I8EGBMASAl+Aj9rhzo7r0BQXwjBIiiPhRYGvi4LlpSKPYMqQ6FQ0KJLdwJCunB8ywZObNlAbkYaBdnZSJKJgpxsCnKySYuLof2AIXi3bYfKQo1SpSIvM4PIXduI2L4ZgJY9erN/Vfmml2pLHYbCAv775gumfvIVltY2FBsM5vWnd+8wC5actFSWv/WqLFYUCsa+9AaBXWve9bsucQtoQcrFKJy8fGgWHNIoMTQlYmNjWbZsGXklvZ+upEOHDo0QUd3SunXrCoLlwoULtGrVyjzlVVxczLlz5ygoKKB58+bYF5V4ClnaQ5u67dXjPHo2KYuO4WaIpdnBt8k+9DkqqZhmyP//etQktJmO/91v1el5BYL6QggWQSWUjECo1Nfe7CqUKhUhw+4gZNgdAJhMxRTm5JCXlcnil58CYNsv35OVkoSzjx9DHnmSlXPeLNdAMC0upsJx733nI/7+/AMykxP5+4sP6XbneHYs/sG83s2/ufnni2GHMRr0qC11jH72FZp37lara6grTMXF5rLn7NTL/PrKM7g3b8mgh2bctlNDiYmJ5cTKM888g5NTw5gPNgRDhgxBr9dz8OBB87KIiAgiIyMJCgrCysqKc+fOmXv5ALg72/OI2g51YSbEHQK/ujPMtPVujdXLh7n42zN4XVqNnSQ3iM1V2HA54C7cR83C37n2dgACQWMhBIugIsaShNYbtONWKlVY2TtgaWtrdqpNT5Dn9lOio/j9zZfMBmydRowhMykBS1s7rB0cMRmN+Id0wSOwFTobW0Y+9SLL336NmBPhxJwIN5/DxsmZjMQEVr0/Gys7eyJ3bQOgdWjfRhMrICfkerRoRcLZUxj1RaTGXiI19hIROzZzz5tzaNa+Y6PF1lh06dKFpKQkjh6V2xTk5OTcUoIFYNCgQbi4uJCTk0NeXh4pKSnExcURERFh3sbS0hKj0YjRaCQ5LYtslDgDBdnp6Ko+9HWh0lgS8NB3GPI/Jf7wWig24h46kQDLG0uMFwgaAyFYBBVRlDha1pFFj1KpYvxr77DnjyXEnTpZtkKScG3mz12vzMbO9dol0V6t2jD53Y8JW/83sZEnyUmTh95z09OI2LG5wvYWmtqNDtU1CoWCSe98SGzECRLOnmLvH7+Z1x3++8/bUrBIkkRhoSyGFQoF1ta33pempaUl3bt3L7fs7NmzxMTEmK9Zq9WSl5fHkSNHMGbE4kwmAMUe9fc7obayw7vflHo7vkDQEAjBIqhIqVdDQfq1t6sFPkHtmfT2hxiKCvnzw7eJizyJzs6eiW99iGUNK0Q8Alsx8qkXkSSJJbOeK1f9A+DdJgiPwNYUG/R0HnlnncV+vSiVKvw6hGDn4lpOsPS4+95r7HXzcvnyZSIiInB0dEStVps7qHt7y20SoqOjiYyMBOCOO+7AxcWlMcNtMFq1akWrVnLlT3R0tNnl244c7mMtAClqX9xcRbd5geBaCMEiqIhLa1BaQN5liDkAzeouaVWttWTC6+8RFxmBe4vAaiuGKkOhUDBsxtMsmfUcABqdFe36D6bPvVOaZH6IvXtZCXbnO8bi3brtNbZuuuTn53P8+HFiY2PRaDR06tQJBwcHbGxsyM3NNffRuRpXV1cCAwO5ePGiedm1Orjfquzdu5cDG1fSjkRacYEgZTRqUyEFSmtUd9XOaVkguB0RgkVQEY0VdLxX9mP5Yyrc9Q20GCyXPdcBKgs1fjdYNZObITdCdPL25aHPF9RBVNdHxI4tnNq9HQd3T1RqNa169qkgSIx6PQqFEkkycXrPDrqOGYet080xuiBJElFRUZw/f579+/eXWxcWJnfIVqlUFBcXm5d7e3vL+RnJyYA88nJl9Yyfn1+DlJY3JQpzMync+B7PsB8VsikiJsC7C7rxP6Bzan7N/QUCgRAsgqoY8i7EHoLUM7BkPGhswSkAnJqDW1twbwfu7cHBr1G6uJ4/JH95+ga1b/Bz6wvyOfzPag6uXWkur76E/OV9dN1a1JY6rOzt6X//w7Ts0QuNpY4Og4dxfPN68rMyuXzp4k0jWM6fP2/ufQMVxQlQ4f306dNRKpWYTCYSEhKIi4vj4MGDpKen065du1o3Nr3ZSQ1fj/qvJxiEPMWaghNOXSdgETwefLqLLsgCQQ0RgkVQOdbO8Mhm2P4hHP4R9DmQdFx+Ra4p205jA95d5G6ube4Ah1p0bs5JgqhtkBAGhny5KsmphXwcR/8qdzPq9ZzZuwugUZJXT27bxL6VS6tcbygsIKuwgH/nfcxdr76FobCA41s2AOAf0gX/4Mrdg5siSUlJ5p/79OlDp06dWLFiBcnJyYwfP56goCDi4+M5e/YsRqMRf39/lCVfwEqlEh8fH3x8fOjZsycmk8m87nZBn52K1ZqHsCKfHKxJbP8krca/XmejlQLB7YQQLIKqsbSDEe/D4Nlyq/n0C5B2HpIjIfkkXD4N+ly4uEN+rX9V3q/XM+DfB+x9QGsLKq3s6ZJ+UfaaiNkL8UchK7by8258A1oOg74vgm/F0uSMxHhzLyHvNu3q6+qrJLBbKGcP7CH+dGSl6+1c3XH09OLS8TBWzXmz3Lquo8bVulVBY6JWy9VW7dq1Y8gQubfUY489BmCe1vH19cXXt/qE0dtNrACk7PsdH/LJVtihevoQrZw8qt9JIBBUihAsgupRW4Jra/l1JcUGSD0nd3Xd8g4Uy1b47J0nv6pFAZ7B4N8XdI7yKEvsQYjeBWf/k1/2zcC5uTwV5dQCXFvj4FGWsBl15OB1Ny+8Xuxc3bj3nY8BOcfj5LZNbPlxPsUlCafZl5OZOPt9Nv84n+jwI2h0OiSThHvzQLxatWnQWG+U1NRUADRX9GsqFSq344hJbVFq5KRyjVTEsT8/peuDH6CyaNySe4HgZkUhSXVkttHIZGdnY29vT1ZWVvleHYKGIyteFhvRu+WRlLxUKMouEzJWLnIzxWY9wacbeIbIozhXc36znDdTBZKFjuOX7dmZEsCDXy/B1rnx80HyszLJSknm9zdeBGD8rHfw69iZjMR47N08UKpUN12iqV6v56OPPjLnqKjVah599FGcnZ355ZdfiIu5yKA2zviQiDL5BApjAUbXdvjdPxelSjwLAejzMsn8pBNuJfkrMZpWeL24Awtt06tmEwgai5p+fwvBIqh/JEkejbGo2FX5muRelqeg0i9AepT8b+whyJbdcpMLrdE8vRdHb/+6j/k6+e/rz4jctY12A4Yw4onnGjucG0Kv1zNv3jxyc3PNyxRIdLS+TKu8AwQSjYaKZczJGj8cn9mBxsaxIcNtsqTEnOPkT0/Tl4OoKSa6zRP43/thY4clEDQZhGAR3JpIEqao7Rh+nYRWUcR+Y2+6zl6DhaaWYqieWDLrOZIvnAegRdce3PXym9Xs0QTR58kJ0aZiTHbeFBhh+S8L8U7ZRjeO4USWedMCLEmzbonBtT0WqafwyD2JGiMXWz1KwH2fNuJFND2i59+Df8pGAExvpKIUU0MCAVDz728xbiu4uVAoUAYOROr5OBz4EteCU/z66jNM/eSrJpEb4N+xi1mwRB0+wNpP5zDkkSexdrgJRhvy0+HPGfKUHPJzjBKwtnLhoaJsFMhTe0YLGxSd7kcKnoSldwg+yrIk4ou/Pk1A1GIsEg83wgU0dcqeDVOO/oNH93GNGItAcPMhMuYENyWWne4BoIVtOt2kLRz9dhb6zJRGjgr63DuFR776wZzDcf7QPr59bApNfiDTZILlU+D8JkCSK7s0tvK6/FQUxXrZd2fMPCxeOYdq1MdY+HZBobyq4qlInj4yqW0bNv6bAMdRs80/F+39rhEjEQhuTsQIi+DmxKMDcY4D8cnYRnuHFEj9HuZ+T0axPTkeffCc8hVqO+d6OXV+4nkyD66mOOE4isxLKDBh0rmgbjMUtyGPYu/mwVM/L2PpGy9xOSYagIzEBJy8vOslnjphx0dwaTeoreGhf+WEaIDCTMiKA4VKNgysJnFYmyo3t5S8u9RvvDch9n7BxOva4l1wCgt9ZmOHIxDcdAjBIrhp8Xl2Dan7VqHf+jF2hZewURXgqMrC8fK/JH9xHLc3j6O4wbJbyWQi++w+csL+hZj92OSew0GVTYUajyJg/zZy97xHZtBDeE+aw+T/+5R5UycAcHb/bnrePemGYqlzJAliD8D++RApN+FjxPvg1alsG52j/KoBxYYiXArlfkE2bQbUcbC3BgZbXyg4RbHFrdepWiCob4RgEdzUuISOh1C5BDo/6QLp237A49R83JWxpB35F+duY2p9zMLUOC6vmIV9whZslHnYK8C+dGXJDEi6yYECKz9MDgGg0qDIuIhzTjg2qgJszswn4f/WY/fgEqwdHMnLzCArJbluLvhG0edD3EG4tBfOrIOkE2XrhrwDXR687kMXZadihdyqQG3jdIOB3noYCnLwSNkBgEXXqY0cjUBw8yEEi+CWwcqjOVaT3yfxvQ14Fp8n79DyWguWnKgwWHQHvqp8szgxmhRkKNwodAxCFTgAx+7jcHLzq7CvMT+b2N9ewDNuJV6mC/BTL6a6WpDloENTWARbsuR+TI4BcusBW8+G7SNzbjOsehgKy6p8sLCEDhOg+wzwvLE2BzpHT1ItPHExJmL65S4Knz2Apb3rDQZ966DPTsWaIgAcOwxt5GgEgpsPIVgEtxzFAYPg/HlsknYhFRtR1MLELPuPp/FW5ZNTbEV28GNYtxuMlVdrXB3cqt3XwsoO30d/IOPIOIrXPouL8jJWFkasLHIg8yDsOnjVDpbg0kruxdR2DLQYVH89Zk7/K3feNhnB1gv8e4NfLwi6C6zqZjREoVSinvIH2YtG42hK4+IfLxLw6OI6OfatgJWrH2kqN5yLU0jZ8SN+d73R2CEJBDcVwodFcMuRn3wR9TedUStN5BdryFZ7Y7R0RtK5oHDyw2X4M1i6+FTYTzKZKHzLDZ3KQMrAb3Dr/8ANxVGQcgnD5YvYkIkyMwYyLsr9lDKiITMGpPJdjnFrB72fgQ73wNXVNzfKNz3h8ikIGgt3/1B7E79aELd5IT67X6EAHZazE244j+hW4uL30wiIX0OStjlurxwSjsACAcI4rrHDETQy8SvexvXEPDTK4grr9CYVqZoWSC1H4jx4hlm8pB5ci8u6qRhMSpSvx6HS1mNiZLFRbiiZHCE3jjy2TG4kCeAWBKPnQrMedXOuqG3w612g0sBL50DnUDfHrQJ9XiaaT+Qps+xH9mPn07Zez3czkXkhDOvFQ1BjJHHET3j2rLoFhUBwuyAEi+C2x5CXSWbYBoqiD2HKTkKRfxm7rJPYq8qs5oslBZeVzTBYe+OYFYaNqoB4dVu8X9/fsMEWZMChH2HvV3IpscYWngkDm6tyQNKi4OQqSDwm58C0HiE3j7TQVn7c6D3wxxTIT4OuD8PoL+r9UiSTCcW7cmVR1sN7sG/Wvt7PeTMRM3cEzTL3cdH7LgIe/aWxwxEIGh3hdCu47VFbO+DaZxL0KSsnloqNXN63isLw1dgk78VRlYWHdAlyL4EK8os12E1Z0PDB6hyh30vQbTr8OAxSz8K5jdDp/pLAJfh9orzsSg59DxobaDFQ/jc7AQrkRnsYi+TjgOyrMmxOg1yKQqkkHx1WFKDPTAQhWMrTcigc2odt8sHqtxUIBGaEYBHcVihUFuVETGbkLrJ3L0KRn4bCsz0ugx/HqpL8lgZD5ygn4O76TB5taT1SXv5xQNk2LQZB4BBIPQdn10NOIpz6u/LjKVTQeQoMeRs0DdchOFvrgVXRRfLO7MA1WFTElMMkT1OaFCK3RyCoDUKwCG5rHIL64hDUt7HDKE/wJNj/rZwkO6+TPLpSimMATFld9l6SIO4wxO6XO2LbeYGVi7zOZASvELD1aNDwAQr8hsDZ77E9vRyT8a3botFf6snt5G37HOusc7gYEwCIdh6Awi8UtbM/kr4AfcIJ3M4tAyDPvVtjhisQ3HSIHBaBoCmSHAFLJ8uJuSDnq3R6AAbdHKWwBRlJKL4MxpIiYpz64PHQYjS29dMqobGRTCYurX4XnxPzsKBikndlpKk8sHx8E9auzeo5OoGg6SOSbgWCmx1jEcQelI3eWgxq0CmduiDmn09pdvg98/u4tjPwuHM2FrpbqzFiwofd8CqUc4USdG0o7jQNU34m6jNr0dt4Y5l1AU1xLsUKDXqNPYbmQ/EZ/SoWlsKeXyAAIVgaOxyBQADE71mO96YZ5vd5CmtSfO5A23YoJrU1JpOEykKNhYUahUqFRmeDQ0DnhnUAvlHelhs3JGv8cH3lyG0x/SUQ1CWiSkggEDQ63r0nURQygrh/Psb19K/YSVkExK6A2BVV7pNp4UZ25yfxGvw4FlpdA0Z7YyhHfybEikBQj4gRFoFA0CAYiwpI3PwN0ul12OVFY4ERBRIggWRCgYRGKjLngWQqHIlp8wg53gMI6dQJa+umN4ViLMxD8aEPKkzCc0YguE5q+v1dq3HXBQsWEBwcjJ2dHXZ2doSGhvLff/+Z1+fm5vLUU0/h4+ODTqejbdu2LFhwbU+LRYsWoVAoKrwKCwtrE5pAIGjiWGh1+I56iWYvbsVh9gVsZsdgPTsW69lxWL+VgNVbiRQ8GU60373kKaxxkDIIPvUJ+s3/x3fffUdSUlJjX0IF0iN3oMJEPlbY+QQ1djgCwS1NrQSLj48PH374IYcPH+bw4cMMGjSIsWPHEhERAcDzzz/P+vXrWbJkCadOneL555/n6aefZu3atdc8rp2dHYmJieVelpaW139VAoHgpsTWrRn+Dy1E+3IkcQETARjAPlyzwvn222+Jiopq5AjLU7D7GwDSbFqJnkkCQT1Tq7+wMWPGcMcdd9CqVStatWrFnDlzsLGxYf9+2cZ83759TJs2jQEDBuDv78+MGTPo2LEjhw8fvuZxFQoFHh4e5V4CgeD2xcLKAZ9p30PnqSiASfxNADEcOnSosUMrh2v6EQAses1s5EgEgluf634kKC4uZtmyZeTl5REaGgpAnz59+Ouvv4iPj0eSJLZt28bZs2cZPnz4NY+Vm5uLn58fPj4+jB49mrCwsGrPX1RURHZ2drmXQCC4xbjjM5LsO6GmmPtZQ4gusbEjKocl8tS1jX9I4wYiENwG1FqwnDhxAhsbG7RaLY8//jirV68mKEieu503bx5BQUH4+Pig0WgYMWIE8+fPp0+fPlUer02bNixatIi//vqLpUuXYmlpSe/evTl37tw14/jggw+wt7c3v3x9fWt7KQKBoKljocH58X+ItwnGgmLahL3NxS9GkhC2kcauF8hPi0OJHINKe3N55AgENyO1rhLS6/XExMSQmZnJqlWr+OGHH9ixYwdBQUF8+umnfP/993z66af4+fmxc+dOZs2axerVqxkyZEiNjm8ymejcuTP9+vVj3rx5VW5XVFREUVGR+X12dja+vr6iSkgguAUxGYqI+f5+/FM2mZelqH3IDbofz2HPoLO2afCYLi68n4DEf7hs4YXL/yJEDotAcJ00mHHckCFDaNGiBXPnzsXe3p7Vq1czatQo8/pHHnmEuLg41q9fX+NjPvroo8TFxZWrQKoOUdYsENz6pB/7j4JtX+CReQgVJgDOKQNJHvgF7TsEExsbi5WVFS1atKj3WDLfDcDBlE5srw/wHfZkvZ9PILhVaTDjOEmSKCoqwmAwYDAYUF71lKFSqTCZTLU6Xnh4OB06dLjR0AQCwS2GU8eR0HEk+ZdjSP7vY5pd+I2WpvOEb1nA5i2tzdvNnDkTV1fXeosj6eBqPEzpGFHh2n1CvZ1HIBCUUSvB8r///Y+RI0fi6+tLTk4Oy5YtY/v27axfvx47Ozv69+/Pyy+/jE6nw8/Pjx07drB48WI+//xz8zGmTp2Kt7c3H3zwAQDvvPMOPXv2pGXLlmRnZzNv3jzCw8P55ptv6vZKBQLBLYOVazMCpn6NtMkZ9syloyaOCH2ZYHF0dLzuYxcVFZGWloaDgwOnTp3ixIkTtG3blh49elCYdZn0Y/9hvU1uQhnv1Bs/B7cbvh6BQFA9tRIsycnJTJkyhcTEROzt7QkODmb9+vUMHToUgGXLljFr1izuv/9+0tPT8fPzY86cOTz++OPmY8TExJQbhcnMzGTGjBkkJSVhb29Pp06d2LlzJ927d6+jSxQIBLcqihaDYM9cWlplEhQYRGRkJD4+PlhY1G7w2GQ0kBa5nfTDf6KK2YMracTihhoN/cjDJjqfgvX56KQCvEr2yVbY4Tblu7q/KIFAUCnCml8gENy8FGYhfeSPQjLxDVO4jAtBQUFMnDjxmrudPrqb6J3LsMw8i58mCw/9JXQU1OiUWQp7Mp064TT+E2y9WtXFVQgEtzWi+aFAILj1sbSnyG8gltFbGMsmFjOe06dPs2XLFoKCgsjIyCA9PR2L4gJ8TbHoz27B9vIR2hgTaVN6DL38TxEaLlu3xuDTC7cOg9CkRQKQkg9FGkes3AKw826FvZMX9o1ysQLB7Y0YYREIBDc3CWFI3w1EgUQhGlJxIh0HDFhgTw4OZONEptkzpZQUXMhzaI3SKwTLFr1wCR6KSq1tpIsQCG5fxAiLQCC4PfDqhOL+lbDuJSwzLuJDEj5UbJSYoXQi2zEYRYsBOHe5Czf3gEYIViAQXC9CsAgEgpuflkPgqcOQEgEZ0ZBxCQwFYOeJ5NCMIls/HF0DuP7aIYFA0NgIwSIQCG4NVBbg2VF+XYECEL3fBYKbH+ElLRAIBAKBoMkjBItAIBAIBIImjxAsAoFAIBAImjxCsAgEAoFAIGjyCMEiEAgEAoGgySMEi0AgEAgEgiaPECwCgUAgEAiaPEKwCAQCgUAgaPIIwSIQCAQCgaDJIwSLQCAQCASCJo8QLAKBQCAQCJo8QrAIBAKBQCBo8gjBIhAIBAKBoMlzy3RrliQJgOzs7EaORCAQCAQCQU0p/d4u/R6viltGsOTk5ADg6+vbyJEIBAKBQCCoLTk5Odjb21e5XiFVJ2luEkwmEwkJCdja2pKTk4Ovry+xsbHY2dk1dmiCSsjOzhb3qIkj7lHTR9yjpo+4R9UjSRI5OTl4eXmhVFadqXLLjLAolUp8fHwAUCgUANjZ2YlfkCaOuEdNH3GPmj7iHjV9xD26NtcaWSlFJN0KBAKBQCBo8gjBIhAIBAKBoMlzSwoWrVbLW2+9hVarbexQBFUg7lHTR9yjpo+4R00fcY/qjlsm6VYgEAgEAsGtyy05wiIQCAQCgeDWQggWgUAgEAgETR4hWAQCgUAgEDR5hGARCAQCgUDQ5LnlBMvZs2cZO3YsLi4u2NnZ0bt3b7Zt21ZuG4VCUeH17bffNlLEtx81uUelpKWl4ePjg0KhIDMzs2EDvY2p7h6lpaUxYsQIvLy80Gq1+Pr68tRTT4leXg1Idffo2LFjTJ48GV9fX3Q6HW3btuXLL79sxIhvP2ryWffss8/SpUsXtFotISEhjRPoTcItJ1hGjRqF0Whk69atHDlyhJCQEEaPHk1SUlK57X7++WcSExPNr2nTpjVSxLcfNb1HANOnTyc4OLgRory9qe4eKZVKxo4dy19//cXZs2dZtGgRmzdv5vHHH2/kyG8fqrtHR44cwdXVlSVLlhAREcHrr7/OrFmz+Prrrxs58tuHmnzWSZLEww8/zKRJkxox0psE6Rbi8uXLEiDt3LnTvCw7O1sCpM2bN5uXAdLq1asbIUJBTe+RJEnS/Pnzpf79+0tbtmyRACkjI6OBo709qc09upIvv/xS8vHxaYgQb3uu9x49+eST0sCBAxsixNue2t6jt956S+rYsWMDRnjzcUuNsDg7O9O2bVsWL15MXl4eRqORhQsX4u7uTpcuXcpt+9RTT+Hi4kK3bt349ttvMZlMjRT17UVN71FkZCTvvvsuixcvvmYzLEHdU5u/o1ISEhL4888/6d+/fwNHe3tyPfcIICsrCycnpwaM9Pbleu+R4Bo0tmKqa+Li4qQuXbpICoVCUqlUkpeXlxQWFlZum/fee0/au3evFBYWJn366aeSlZWV9N577zVOwLch1d2jwsJCKTg4WPr1118lSZKkbdu2iRGWBqYmf0eSJEn33nuvpNPpJEAaM2aMVFBQ0PDB3qbU9B6VsnfvXkmtVksbN25suCBvc2pzj8QIS/XcFI+ub7/9dqWJsle+Dh8+jCRJPPnkk7i5ubFr1y4OHjzI2LFjGT16NImJiebjvfHGG4SGhhISEsKLL77Iu+++yyeffNKIV3jzU5f3aNasWbRt25YHHnigka/q1qKu/44AvvjiC44ePcqaNWuIiorihRdeaKSruzWoj3sEEBERwdixY5k9ezZDhw5thCu7daiveySonpvCmj81NZXU1NRrbuPv78+ePXsYNmwYGRkZ5dp4t2zZkunTp/Paa69Vuu+ePXvo06cPSUlJuLu712nstwt1eY9CQkI4ceIECoUCkJPSTCYTKpWK119/nXfeeader+VWpb7/jnbv3k3fvn1JSEjA09OzTmO/XaiPexQZGcnAgQN55JFHmDNnTr3FfrtQX39Hb7/9NmvWrCE8PLw+wr4lsGjsAGqCi4sLLi4u1W6Xn58PUCHnQalUXjNHJSwsDEtLSxwcHG4oztuZurxHq1atoqCgwLzu0KFDPPzww+zatYsWLVrUYdS3F/X9d1T67FNUVHQDUd7e1PU9ioiIYNCgQUybNk2IlTqivv+OBFVzUwiWmhIaGoqjoyPTpk1j9uzZ6HQ6vv/+ey5evMioUaMA+Pvvv0lKSiI0NBSdTse2bdt4/fXXmTFjhuim2QDU5B5dLUpKn2batm0rRGUDUJN7tG7dOpKTk+nWrRs2NjZERkbyyiuv0Lt3b/z9/Rv3Am4DanKPIiIiGDhwIMOGDeOFF14wl9KqVCpcXV0bM/zbgprcI4Dz58+Tm5tLUlISBQUF5hGWoKAgNBpNI0XfRGm07Jl64tChQ9KwYcMkJycnydbWVurZs6e0bt068/r//vtPCgkJkWxsbCQrKyupffv20ty5cyWDwdCIUd9eVHePrkYk3TY81d2jrVu3SqGhoZK9vb1kaWkptWzZUnr11VfFPWpAqrtHb731lgRUePn5+TVe0LcZNfms69+/f6X36eLFi40TdBPmpshhEQgEAoFAcHtzU1QJCQQCgUAguL0RgkUgEAgEAkGTRwgWgUAgEAgETR4hWAQCgUAgEDR5hGARCAQCgUDQ5BGCRSAQCAQCQZNHCBaBQCAQCARNHiFYBAKBQCAQNHmEYBEIBAKBQNDkEYJFIBAIBAJBk0cIFoFAIBAIBE0eIVgEAoFAIBA0ef4fElRF+/6yi4cAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "minFrac = 0.2\n",
    "nDistricts = 15\n",
    "avgDistrictPop = statePop / nDistricts\n",
    "print(\"I will now identify the COI pop / districtPop for COIs at least\",minFrac,\"of a Congressional district\")\n",
    "for s in range(nSchools):\n",
    "    if schoolPop[s] > minFrac*avgDistrictPop: #and schoolPop[s] < 1000000:\n",
    "        plotCenter(r3(schoolPop[s]/avgDistrictPop),schoolGeom[s])\n",
    "        \n",
    "        plotPoly(schoolGeom[s])\n",
    "plotPoly(countyMAP)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 290,
   "id": "51131961-6a88-4705-88cf-50d691f1c39b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Now I will identify populated tracts that weren't assigned to COIs\n"
     ]
    },
    {
     "data": {
      "image/png": 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EPSxnHHP8WXd/3XPMeJ56nOM55vqLuekHYcJ8nhYB03laGn7QmmCxnAoRZiyNtBKINFegtye3T+zFbRN6smp/Nr/9cBelVbVsSylQYJGzGIbBf3dn8dyKAxzLLQMgNsSH/ze9H1cNjtKHl05AgcUJNaf6RaOCvPndzH4NLvhnjk+4UGuAh9mki7/IOVjMJiwmE6VVtXiYTdxzWR9XlyRuJquokl8v3kFSSgEAoX5e3Dslnp+N7q4xKp2IAksTBPp4cs2wGFeXIdKhlFfX8uiyvQD8YmJP+kUGuLgicSdJKfnc9d4Ockur8PWycMekXtw+sRf+Vl2+Ohu9405Qo4hI63np68OcKKwgOtiH+VPiXV2OuJGPtqez4JPvqLEZJEQG8PrcEcSFdp7B6tKQAosTTG6xZI5Ix3Mwu4R/rD8KwGM/HtBgnxfpvCqqbTy6bA8fbksHYNbASP5y/RD9/+jk9O43QXua7ivi7gzD4A9L91BrN5iWGMG0xAhXlyQudjyvjDfWHeX9ralAXev2fVP68qvL+2iasiiwOKP+B6XWbndxJSIdx0fb0/k2JR8fTwuP/XhA3cHyfNi1BAqPQ+8pEDsK3r8OynJh7icQ0su1RUuLyy+r5uv92aw+kMPyPVmcuRrE+78Yw/g+Ya4rThzcYcKIAosT6gOLGlhEWkZBWTVP/Xc/APdNjSc62AeKM+D5/qcftPXvDZ9UelKBpQMpr67lmS+/Z/G3aY4VagFGxnUhLtSPB2claJ8fN+TKngYFFifUB0t1CYm0jKe//J6C8hr6RQTw80t6gq22YVg5l+5j2qY4aXW70gq574Nkx3oqid0Cmdg3jNlDotvNthPS9hRYnGB2BBYlFpGLtS0lnw+2pQHwp9kD8LSYobLkwk8Kim2DyqS1Vdfa+ds3h3h1zRFsdoPIQG+evW4wE+PDXV2atAMKLE6o77vrACvti7jcF99lOv7+P+9tZ2J8OJf1C+eyW9bSZdVv4cS2s5808CdtWKG0hr0ZRfz2w118n1UXTq8aEsWfZw8kyNfTxZVJe6HA4oT6oUZ2tbCIXLTbJ/bkZGkV6w+epLC8hs93ZfD5rgxMJhgc/TiTx4dzc9HrdN37f3UDbwdeC8NudnXZchEWf5vKI5/WzQgL8fPiidkDuWJwN1eXJe2MAosTzKdaWJRXRC5eTBdfXrlpOLU2OzvTCllzIIc1B06yN6OYXelF7Eov4iWm0MV3JpM9w7mUrkwqqybEz8vVpUsTVVTbuObVjY5WFYCv7pukwbTSLAosTjgdWJRYRFqKh8XMqB4hjOoRwu9mJJBTXMmagydZcyCH9YdyKSiv4dPkDD5Nrmt9GRITzKX9wrmsX1cGRQdpszs3ZLMb7EwtYN3Bk3yxO5OjJ8sa3L/xwcsVVqTZFFicUD9LSGNYRFpP10Bvrh8Zy/UjY6mx2dmZWsjqU60v+zOLSU4rJDmtkBdWHSLUz4tJfcP50aBuWnDODRzMLuHdzSks35NFbml1g/vC/L24f1o/bhwVq5ApF+WitrlcuHAhJpOJ++67z3Hsk08+YcaMGYSFhWEymUhOTm70PIsWLcJkMp11q6ysvJjyWoxjWrNWYhFpE54WM6N7hvDAzAS+nD+RLQum8MxPBjFjQARmE+SVVbN05wl++e42klLyXV1umyqvrmXdwZP8fe0Rlu3K4HBOKTYXfZo6mF3C3P/byvS/ruO9LankllYT4O3Bj4dEMbV/BH+8MpEND1zOTWO6K6zIRWt2C0tSUhJvvPEGgwcPbnC8rKyMCRMmcN111/HLX/7S6fMFBgZy4MCBBse8vb2bW16LMmuWkIhLBXh7UG0zOHqyrMHP4eS+4R1+d+fqWju70gvZeDiXTUfy2JlaQI2t4S8jb08zQ2ODmdo/gnnjeuDlcVGfRRtVUW3jb98c4o11R6m1G5hNMD0xkpvGdGdc79C6qerSobjBQrfNCyylpaXMmTOHN998kz//+c8N7ps7dy4AKSkpTTqnyWQiMjKyOeW0OpPWYRFxicoaG899dYC3N6U4WhF8vSz8ZHgM88bFER/R8cKKzW6wP7PYEVCSUvIpr7Y1eExUkDfDuncho6iC7zNLqKixseVoPluO5vPn/+xnzpjuTE2MICEygIgAb6daN4oqasgurqSkspaKahueFhNRwT5EBfs4VvvOKa7kox3pvLUhhdzSKgBHS0r3UN+W/8cQOUOzAss999zDFVdcwdSpU88KLM1VWlpKXFwcNpuNoUOH8sQTTzBs2LDzPr6qqoqqqirH18XFxS1Sx7lolpCIa6w5cJJ/bDjm+PrRqxL5yYgYAr071todWUWVrNiXxabDeWw+mkdRRU2D+0P9vBjXO5TxvcMY3zuUuFBfx/pQNrvBsdwyXv7mEGsPnqSgvIb3t6Y6NhD09jTTI9Sv7hbmR88wX7w9LRzPKyclr4yU3DJS8srJL6s+qy4Aq4eZnmF+1NjsHDljEG10sA+PXpXI9AHu+UFTOp4mB5YlS5awY8cOkpKSWqyIhIQEFi1axKBBgyguLubFF19kwoQJ7Nq1i/j4+HM+Z+HChTz++OMtVsOFmB2DbpVYRNrS5L7hjO4Rwrcp+QT5eDK+d1i7DivFlTWcKKjA3+pBmL+VLUfzWPxtKl9/n9NgHIq/1YOxvUIY1zuMCX1C6ds14LytJBaziT5d/XnhxmHU2OxsOpLH8j1ZbD6SS1pBBZU1dr7PKmkwtfh8gn09CfT2xMfTQrXNzomCCqpq7Y7n1q2VE8Qt43tw1ZAodf10Sq67DjYpsKSlpTF//nxWrFjRouNLxo4dy9ixYx1fT5gwgeHDh/O3v/2Nl1566ZzPWbBgAffff7/j6+LiYmJjW2v5bo1hEXEFHy8Lb982ipv+sZVdaYXc9OYW3v/lGBIi299+M/ll1Vz23JqzWk/qjYzrwmUJXRnfO5RB0UF4NCMMeFrMTO4bzuS+dUvd19jspBdUkJJbxrHcMlLy6v6sqrHTPdSXnmF1LS9xob70CPPD39rwkmCzG6QXlHPkZCl2O4zs0YVgX62HI67RpMCyfft2cnJyGDFihOOYzWZj3bp1vPzyy1RVVWGxWC66KLPZzKhRozh06NB5H2O1WrFa22Y+v/YSEnEdP6sH7942mjn/t4U9J4q57rXNvHrz8Haz/0xRRQ1f7s7k1TVHHGHFYjZhsxt0C/JmemIEc8bG0bcVxuN4Wuq6c3qG+XFZM55vMZuIC/UjLtSvxWsTaaomBZYpU6awe/fuBsduu+02EhISeOCBB1okrEBdMEhOTmbQoEEtcr6LpTEsIq4V5OvJ+78Yyy/f3ca3Kfnc+nYSv7qsD3df1hurR8v83mlpRRU1/HNzCm+sO0pxZS0Agd4evHbzCAbFBFFaWUu3IG/HWBQRubAmBZaAgAAGDhzY4Jifnx+hoaGO4/n5+aSmppKRkQHgmKocGRnpmAU0b948oqOjWbhwIQCPP/44Y8eOJT4+nuLiYl566SWSk5N55ZVXLu7VtRCTxrCIuFyQryf/vH00Cz7ZzSc7TvDi14f4/LsM/nz1QMb3DnN1eUDdh61V+3P4ZEc66w6epOzU7J6uAVZun9iTn43uTsCpMTjteSyOiCu0+Eq3y5Yt47bbbnN8feONNwLw6KOP8thjjwGQmpqK2Xy6f7awsJA77riDrKwsgoKCGDZsGOvWrWP06NEtXV6zOFpYXFyHSGdn9bDwl+uGcFm/rjz++T6Onizjpje3MiQmiJvGdOeqIVH4erXcrzW73WB/VvGpKcN5rNyXDdSt3uplMWP1tBDi54XVw0xWUSUnCusGqdaL7+rPPZf14crB3Zo1JkVETjMZHWRgRnFxMUFBQRQVFREY2LID8tLyy5n4v6vx9jTz/ROzWvTcItI8RRU1PPfVAZYkpToWUguwenDN8GhuGtO92QNzq2ptrDuYy7JdGaw7ePK8g2TPx+ph5sdDopgzNo7B2vNIOoihf1pBYXkNq+6fRJ+uLTveytnrt/YSckL9L5yOEe1EOoYgH0+euHog86fG89H2dBZ/m8rxvHLe3XycdzcfZ3j3YG4aE8eVg7vh7XnhcS42u8GWo3ksS87gyz2ZjjEnAH5eFkb1DGFYbBdC/L0YEBVYN+231k5ljY38smoqa21EBvoQFexNtyCfVl9pVqQzUmBxwulZQq6tQ0TOFuZv5c7JvbljYi82HcnjX98eZ8XebHakFrIjtZA/fb6Xa4ZFMygmmLhQX2K6+BDmb8XDbGJnWiHLkjP4z+5MTpacXoiya4CVKwdHccXgSIbEBKs7Rzo9d2gnVGBxgsmxDosSi4i7MptNXBIfxiXxYeSUVPLvbXWtLukFFbyz+ThwvMHj/bwsjkGxUNdi86NBkVw1JIoxPUMdy9GLiHtQYHGCo4XFtWWIiJO6Bnhzz2V9uGtyb9YdOsmKfdkczyvjeF45mUWV2OwGZdU2fDwtTEuM4MdDopjUN1xdOSJuTIHFCSaTWlhE2iOz2cSl/bpyab+ujmN2u0FBeTX5ZdVEd/Fp0VlFIh2dKy+D+kl1gkljWEQ6DLPZRKi/lVD/tlkpW0Rahto/nWA+YyXKDjILXEREpF1RYHHCmWPvbNoBUUREpM0psDjBdMaELsUVERGRtqfA4owzWljUIyQiItL2FFiccOZmqobaWERERNqcAosTzlw+Si0sIiLS2ZhMrl9IUYHFCe7wRomIiHRmCixOUAuLiIiIaymwOEFjWERERFxLgcUJZ05r1jIsIiIibU+BxQkNWljUJyQiIp2UK6+ACixNpLgiIiLS9hRYnGDSwnEiIiIupcDiBFODpW5dV4eIiEhnpcDiBM0SEhERcS0FFidoHRYRERHXUmBxwpkr3SqviIhIZ+MO670rsDihYQuLIouIiEhbU2BxgkljbkVERFxKgcUJDbqElFhERETanAJLE2mWkIiISNtTYHGSyR1GHImIiLiQK3sZFFiaSg0sIiIibU6BxUn1DSzKKyIiIm1PgcVJ9QNvNehWRESk7SmwOOl0C4sSi4iISFtTYHFS/aBbtbCIiEhn4w4TTxRYnFS/Y7PyioiISNtTYHGWo4VFkUVERKStKbA4yQ1aw0RERDqtiwosCxcuxGQycd999zmOffLJJ8yYMYOwsDBMJhPJyclOnevjjz8mMTERq9VKYmIiS5cuvZjSWo0aWERERNpeswNLUlISb7zxBoMHD25wvKysjAkTJvD00087fa7Nmzdzww03MHfuXHbt2sXcuXO5/vrr2bp1a3PLa3HuMOBIRESks/JozpNKS0uZM2cOb775Jn/+858b3Dd37lwAUlJSnD7fCy+8wLRp01iwYAEACxYsYO3atbzwwgssXry4OSW2OMegW7WwiIiItLlmtbDcc889XHHFFUydOrVFiti8eTPTp09vcGzGjBls2rTpvM+pqqqiuLi4wa01OaY1a56QiIh0Uq68Bja5hWXJkiXs2LGDpKSkFisiKyuLiIiIBsciIiLIyso673MWLlzI448/3mI1NMaxcJzyioiISJtrUgtLWloa8+fP57333sPb27tFCzH9YJCIYRhnHTvTggULKCoqctzS0tJatJ7z1ae8IiIi0vaa1MKyfft2cnJyGDFihOOYzWZj3bp1vPzyy1RVVWGxWJpcRGRk5FmtKTk5OWe1upzJarVitVqb/L2a63QLiyKLiIhIW2tSC8uUKVPYvXs3ycnJjtvIkSOZM2cOycnJzQorAOPGjWPlypUNjq1YsYLx48c363ytQrOERESk03L9RbBJLSwBAQEMHDiwwTE/Pz9CQ0Mdx/Pz80lNTSUjIwOAAwcOAHWtKJGRkQDMmzeP6OhoFi5cCMD8+fOZNGkSzzzzDLNnz+azzz5j1apVbNiw4eJeXStQ+4qIiEjba/GVbpctW8awYcO44oorALjxxhsZNmwYf//73x2PSU1NJTMz0/H1+PHjWbJkCW+//TaDBw9m0aJFfPDBB4wZM6aly2s2DboVERFxnWatw3KmNWvWNPj61ltv5dZbb23ScwB++tOf8tOf/vRiy2k1pwcAK7GIiIi0Ne0l5CTHOizKKyIiIm1OgcVJal8RERFxHQUWJznWYVFiERERaXMKLE463cKixCIiIp2TKz+0K7A4SWNYREREXEeBxWmuXzRHRESks1JgaSK1sIiISGdzga392owCi5McXUIawyIiItLmFFicpJVuRUREXEeBxUnu0BwmIiLSWSmwiIiIiNtTYHFSfVeQWlpERETangKLkzR0RURExHUUWJrIpPVYRERE2pwCSxOpS0hERKTtKbA0kaY1i4hIZ6W9hNoBsxaOExERcRkFFifVj11RC4uIiHQ27jAaQoHFSWbt1iwiIuIyCixOMp0abWtXYhEREWlzCixOOr35oYiIiLQ1BRYn1QcWtbCIiIi0PQUWJzmW5ndtGSIiIp2SAouTTu8lpMgiIiLS1hRYmkhxRUREpO0psDjJONXEogYWERHpTCprbOSUVLm6DDxcXUB7UT/UVpsfiohIR1Jda+dkaRURAVY8LHXtGCWVNXzxXSbL92Sx8XCu47GeFtddAxVYnHR6DItr6xAREblYJ0uq+Mf6o+xMK2RXWiFVtXZiQ3z4/YwEqmrtPP3lfnJLqx2P7+LrybXDY+gd7u+ymhVYnKQ9hEREpCPYcjSPX/1rR4NAApCWX8GvF+90fN0zzI+fDI9m5sBu9A73c/mkEwUWJ6mFRURE2rsvd2dy3wfJVNXa6RcRwM8v6cHIHiFEBHrz+tojfJCUhsVsYs6Y7twxqTdeHu4z1FWBxUkawyIiIu1Vrc3Og5/s5qPt6QBMSejKK3OG4+1pcTzmt9P78dvp/VxVYqMUWJykFhYREWmvPkvOcISVuy7tzW+m9nWr1hNntK9qXUrTmkVEpH06c1ry5L7h7S6sgAKL004vza/EIiIi7ctVQ7o5/n7jG1tYvifThdU0jwKLk+rHsJiVV0REpJ2J6eLLpgcvZ1piBAD3LkkmKSXfxVU1zUUFloULF2IymbjvvvscxwzD4LHHHiMqKgofHx8uvfRS9u7de8HzLFq0CJPJdNatsrLyYsprUXatdCsiIu1YVLAPr80ZztT+XamutXPd3zfzYVKaq8tyWrMDS1JSEm+88QaDBw9ucPx///d/ef7553n55ZdJSkoiMjKSadOmUVJScsHzBQYGkpmZ2eDm7e3d3PJanOFYhkWJRURE2icPi5m//Ww4l/QJA+D3H39HRbXNxVU5p1mBpbS0lDlz5vDmm2/SpUsXx3HDMHjhhRd4+OGHufbaaxk4cCDvvPMO5eXl/Otf/7rgOU0mE5GRkQ1u7kR7CYmISEfg42XhnZ+Pdny9+kCOC6txXrMCyz333MMVV1zB1KlTGxw/duwYWVlZTJ8+3XHMarUyefJkNm3adMFzlpaWEhcXR0xMDFdeeSU7d+684OPb2ul1WERERNo3i9nELePiALj/w2TXFuOkJgeWJUuWsGPHDhYuXHjWfVlZWQBEREQ0OB4REeG471wSEhJYtGgRy5YtY/HixXh7ezNhwgQOHTp03udUVVVRXFzc4Naa7Pa6yGLRqFsREekApvSvu1ZX1tj5crf7zxpqUmBJS0tj/vz5vPfeexccX/LD/QYMw7jgHgRjx47l5ptvZsiQIUycOJEPP/yQvn378re//e28z1m4cCFBQUGOW2xsbFNeSpPVnAos9TtZioiItGeT+oYT08UHgLve38HX+7NdXNGFNenqu337dnJychgxYgQeHh54eHiwdu1aXnrpJTw8PBwtKz9sTcnJyTmr1eWCRZnNjBo16oItLAsWLKCoqMhxS0tr3ZHOtvrAohYWERHpIP5z70THANx7F++kpLLGxRWdX5MCy5QpU9i9ezfJycmO28iRI5kzZw7Jycn06tWLyMhIVq5c6XhOdXU1a9euZfz48U5/H8MwSE5Oplu3bud9jNVqJTAwsMGttRiG4Qgs6hISEZGOIsjHk7duHYWH2URZtY1juWWuLum8mrSXUEBAAAMHDmxwzM/Pj9DQUMfx++67j6eeeor4+Hji4+N56qmn8PX15aabbnI8Z968eURHRzvGwTz++OOMHTuW+Ph4iouLeemll0hOTuaVV1652NfXImrtjjnNamEREZEO5eMd6dTaDfy8LPSNCHB1OefV4psf/v73v6eiooK7776bgoICxowZw4oVKwgIOP2PkJqaitl8unGnsLCQO+64g6ysLIKCghg2bBjr1q1j9OjR5/oWbc52RmBRC4uIiHQUJworePI/+wH4zbS+DXZvdjcmwzi9JFp7VlxcTFBQEEVFRS3ePVReXUviH78CYN+fZuDrpU2uRUSk/Xt46W7e35rKiLgufPg/41zyodzZ67emvDjhzBYWs1aOExGRDiK7uG4LnJ8Mj3H7HgQFFifY7af/7u5vqIiIiLNKq2oBaA8rdqhvwwm2M3rNLGphERGRdi6jsILX1hxhy9G6HZvLqtx/PyEFFiecOcxHeUVERNq7n725heN55QD4elmYPsD5tdJcpR00ArnemeNWOsYQZRER6cwSu50e3Bro7UlhufsuGFdPgcUJZwYWuxKLiIi0c8/8dDDjeoXi62Uhq7iSx5btdXVJjVJgcYLpjH8lu/KKiIi0c4Heniy+Yyy/n9EPgPZwaVNgcYJaWEREpCNKSikAYHzvUBdX0jgFFiecOc5WeUVERDqK8AArALvSi1xcSeMUWJygFhYREemIbh3fA0+LiXUHT7L24ElXl3NBCixOOHMqswKLiIh0FD3C/LhqcBQAn+084eJqLkyBxQln7tbs2R6WAxQREXFCSWUNyWmFAPQK93NtMY3Q1dcJNbWn1+ZXYBERkY5i4ZffczS3jPAAKzeNiXN1ORekq68Tamx1gcVs0l5CIiLSMZRX1/JBUhoAL904jBA/LxdXdGEKLE6oPhVY1LoiIiIdRUZhBTa7gZ+XhXHtYFqz9hJyQo2tbgyLlwKLiIi0c4ZhsObgSf6y4gAA0V18XFyRcxRYnFDfJeTpocAiIiLt176MYn730S72ZhQD4Odl4Y9XDnBxVc5RYHFCdW19l5DGr4iISPtUVFHDvLe2kltaja+XhTljunP7xF5EBHq7ujSnKLA4oUZjWEREpJ3768qD5JZW0zvcjw//Zxyh/lZXl9QkugI7QWNYRESkPbPZDRZ/mwrAI1cmtruwAgosTlELi4iItGcHskqoqrXj62VhUny4q8tpFl2BneCY1uyhMSwiItL+fJBU17oypmcI5na6npjGsDihplYtLCIi0v7Y7AbPLP+edzYfB2COm69meyEKLE6oH8OiwCIiIu2FYRg89MluPthWt5rt72b0Y2pihIuraj4FFifUj2HRoFsREWkv/vVtKh9sS8Nsgr/eMJTZQ6NdXdJF0RXYCVW1NgCsWjhORETageS0Qh7/fB8Av5uR0O7DCiiwOKV+4TgvBRYREWkH5v5jq+PadefkXi6upmXoCuyEKgUWERFpR4J8PQF45abhmEztc1bQD+kK7IT6wKIuIRERaQ8qquuGMvQI83VxJS1HV2AnqEtIRETak66n9gdKy69wcSUtR1dgJ1Q7ZglZXFyJiIjIhZ0sqSK/rAqAoopqF1fTcjSt2QlVNWphERER92YYBv9Yf4y/rDxAZY0db08zk/q2z2X4z0WBxQnVNk1rFhER9/b08u95fe1RAIbEBvPHKxPpFuTj4qpajgKLEzSGRURE3N2b6+rCyp2Te/PAzH4dZnZQPV2BnVC/NL9WuhUREXcV4mcFIDrYu8OFFVBgcYpj0K1aWERExE3ddWlvAN7fmuriSlrHRV2BFy5ciMlk4r777nMcMwyDxx57jKioKHx8fLj00kvZu3dvo+f6+OOPSUxMxGq1kpiYyNKlSy+mtBZVrd2aRUTEzQ2NDQYgs6jStYW0kmZfgZOSknjjjTcYPHhwg+P/+7//y/PPP8/LL79MUlISkZGRTJs2jZKSkvOea/Pmzdxwww3MnTuXXbt2MXfuXK6//nq2bt3a3PJaVP3mh56WjtfEJiIiHcP7W44DdQNuO6JmBZbS0lLmzJnDm2++SZcuXRzHDcPghRde4OGHH+baa69l4MCBvPPOO5SXl/Ovf/3rvOd74YUXmDZtGgsWLCAhIYEFCxYwZcoUXnjhheaU1+I06FZERNxZjc3O+sO5AMwbG+fialpHs67A99xzD1dccQVTp05tcPzYsWNkZWUxffp0xzGr1crkyZPZtGnTec+3efPmBs8BmDFjxgWf05ZqHAvHKbCIiIj7OZBVwsmSKgKsHkzsG+bqclpFk6c1L1myhB07dpCUlHTWfVlZWQBEREQ0OB4REcHx48fPe86srKxzPqf+fOdSVVVFVVWV4+vi4mKn6m+O6vpZQmphERERN1RVW7demI+XBatHx1yVvUlX4LS0NObPn897772Ht7f3eR/3w+lUhmE0OsWqqc9ZuHAhQUFBjltsbKwTr6B5NOhWRETcWa8wfwBySqqorLG5uJrW0aQr8Pbt28nJyWHEiBF4eHjg4eHB2rVreemll/Dw8HC0kvywZSQnJ+esFpQzRUZGNvk5CxYsoKioyHFLS0tryktpkhpNaxYRETeWXVI3M8hs6rirsjfpVU2ZMoXdu3eTnJzsuI0cOZI5c+aQnJxMr169iIyMZOXKlY7nVFdXs3btWsaPH3/e844bN67BcwBWrFhxwedYrVYCAwMb3FqLWlhERMRd/WtrKj96cT0AXXy9OuSicdDEMSwBAQEMHDiwwTE/Pz9CQ0Mdx++77z6eeuop4uPjiY+P56mnnsLX15ebbrrJ8Zx58+YRHR3NwoULAZg/fz6TJk3imWeeYfbs2Xz22WesWrWKDRs2XOzraxG1p1pYPMwd8z+BiIi0T8v3ZPHQ0t0AJEQGsPDaQS6uqPW0+F5Cv//976moqODuu++moKCAMWPGsGLFCgICAhyPSU1NxWw+3Voxfvx4lixZwh/+8AceeeQRevfuzQcffMCYMWNaurxmsdeNucWiwCIiIm5k46mpzDMHRPLyTcPw6MA9ASbDMAxXF9ESiouLCQoKoqioqMW7h0Y/uYqckir+e+9EEqNar+tJRESkKd7dnMIfP9vL2F4hLLljnKvLaRZnr9/ardkJ9lOZztxxg6uIiLQDb288xj+3HMcw6rqALomvW3NlW0oBmUUVdAvycXGFrUeBxQmOLqEOOpBJRETc3/dZxTz++T7H18dyy/hyT90M21q7QXJqId0GddzAojYDJ9S3sHTUkdciIuL+0vMrgLrxlItuG8Ut4+Lw86pbJC462IfxvTvmCrf11MLiBNupJhaNuRUREVcZ0yuEED8v8suqeX9rKq/OGc4DsxI4lltG73B/vD075gq39dTC4gRDs4RERMTFArw9eeWm4Xh5mFm5L5t/b0vH18uDAVFBHT6sgAKLUxyDbtUlJCIiLjS2VwhTEroCsGLf+ffb64jUJeSE+i4h5RUREXGF8upaPkhKazDotm9EwAWe0fEosDhBXUIiIuIqhmFw69tJfHss33EsOtiH+6f1dWFVbU+BxQnqEhIREVc5WVrlCCuPXpXItcNiCPL1dHFVbU9jWJxgM9QlJCIirhHkczqcjOoR0inDCiiwNMowjNNdQkosIiLSxqweFoZ3DwbgaG6Za4txIQWWRpy505K6hEREpK3V2uyOoBIV5O3ialxHgaURtjMSiwKLiIi0pe3HC7jybxsoLK/B02Iivmvnmhl0Jg26bYT9zMCieCciIm3geF4Zzyz/nv/urltrJcjHkyevGdhpx6+AAkuj1CUkIiJt6XBOCVf+bQOVNXZMJrhuRAwPzEwg1N/q6tJcSoGlEfWLxoECi4iItL7/23CMyho7AF/On0hCZKCLK3IP6uRohLqERESkLUUH+wBg9TCTX1bt4mrchy7BjbCrS0hERNrQLy7pxbDuwVTV2rnpza388t1tri7JLSiwNMKuLiEREWlDPl4W3r99DHGhvgCs3JfN4m9TXVyV6ymwNKJBl5DyioiItAFfLw/W/u4ybhkXB8BDS3ezLSW/kWd1bAosjThzWX6TWlhERKSN1NjsXDE4Ci+LGcOAdYdyXV2SS2mWUCPqG1jUHSQiIm1l05Fc7v9gF1nFlY5jCZGdd9E4UGBpVH2XkPYREhGRtpBTXMltbydRVWsn2NeTcb1CmTkwklkDI11dmkspsDSifh0W5RUREWkLB7NLqaq108XXk00PTsHHy+LqktyCxrA0Ql1CIiLSlmrsdYvGRQX7KKycQYGlEY4uIU0REhGRNlBrq7vunLkOmCiwNEpdQiIi0pY2Hq6bDTQgSkvyn0mBpRH1CVctLCIi0toqa2x88V0mADMGdO5Btj+kQbeNME51CWkMi4iItBTDMNh6LJ8Nh3LJK6vGbjcID7Cy5WgeuaVVRAV5M7lvuKvLdCsKLI2wOQKLiwsREZEOIS2/nAc/+Y6Nh/PO+5iHruiPl4c6Qc6kwNKIU4O11cIiIiIXparWxpvrjvLy6sNU1tixepi5cnCUY8+g7OJKIgO9mdI/gkSNXzmLAksj7OoSEhGRi7TxcC6PfLqHo7llAIztFcLT1w6mR5ifiytrPxRYGmFXl5CIiDRTZY2NJ/+zn39uOQ5AeICVP1zRnx8PidL+dE2kwNKI+llCZiUWERFxkmEYrNqfwzPLv+dwTikA88bF8f9m9CPQ29PF1bVPCiyNUJeQiIg0xbHcMv7fv3ex/XgBAGH+Xjx//VAmadbPRVFgaYTdri4hERFxzqp92fzuo10UlNfg7Wnm5xN68j+TexPko1aVi9WkOVOvvfYagwcPJjAwkMDAQMaNG8eXX37puD87O5tbb72VqKgofH19mTlzJocOHbrgORctWoTJZDrrVllZecHntRV1CYmISGOyiyv55bvbuP3dbRSU15AQGcDq/3cpv5+ZoLDSQprUwhITE8PTTz9Nnz59AHjnnXeYPXs2O3fuJDExkauvvhpPT08+++wzAgMDef7555k6dSr79u3Dz+/8I6EDAwM5cOBAg2Pe3t7NeDktT11CIiJyId8ey+fXi3eQXVyFh9nELyb25N7L4/GzqhOjJTXpX/Oqq65q8PWTTz7Ja6+9xpYtW/D09GTLli3s2bOHAQMGAPDqq6/StWtXFi9ezO23337e85pMJiIj3XMJYnUJiYjIudjtBq+uOczzKw9iNyC+qz+vzBlO34gAV5fWITV7GT2bzcaSJUsoKytj3LhxVFVVAQ1bRiwWC15eXmzYsOGC5yotLSUuLo6YmBiuvPJKdu7c2dyyWlzNqcDiYdaKgyIiUqe4soY7/rmN51bUhZVrh0fz6T0TFFZaUZPbq3bv3s24ceOorKzE39+fpUuXkpiYSE1NDXFxcSxYsIDXX38dPz8/nn/+ebKyssjMzDzv+RISEli0aBGDBg2iuLiYF198kQkTJrBr1y7i4+PP+7yqqipHSAIoLi5u6ktxSk1t3VK3nloiWUREgCMnS/nlO9s4mluGl4eZP88eyPWjYl1dVofX5Ktwv379SE5OZsuWLdx1113ccsst7Nu3D09PTz7++GMOHjxISEgIvr6+rFmzhlmzZmGxWM57vrFjx3LzzTczZMgQJk6cyIcffkjfvn3529/+dsE6Fi5cSFBQkOMWG9s6/1lqT63N76k+IRGRTq+wvJpb3vqWo7lldAvy5qM7xymstJEmBxYvLy/69OnDyJEjWbhwIUOGDOHFF18EYMSIESQnJ1NYWEhmZibLly8nLy+Pnj17Ol+Q2cyoUaManV20YMECioqKHLe0tLSmvhSn1NhOdQlZFFhERDqzWpudXy/eSXpBBd1DfFn2q0sYHBPs6rI6jYsewmwYRoOuGYCgoCAADh06xLZt23jiiSeadL7k5GQGDRp0wcdZrVasVmvTC24iRwuLRV1CIiKdlWEYPLpsL+sP5eLjaeHvN48gPKD1r0FyWpMCy0MPPcSsWbOIjY2lpKSEJUuWsGbNGpYvXw7Av//9b8LDw+nevTu7d+9m/vz5XH311UyfPt1xjnnz5hEdHc3ChQsBePzxxxk7dizx8fEUFxfz0ksvkZyczCuvvNKCL7P5HC0s6hISEel0qmptnCio4MNt6by/NRWTCV68cah2U3aBJgWW7Oxs5s6dS2ZmJkFBQQwePJjly5czbdo0ADIzM7n//vvJzs6mW7duzJs3j0ceeaTBOVJTUzGfMeOmsLCQO+64g6ysLIKCghg2bBjr1q1j9OjRLfDyLl6NTS0sIiKdhWEYrNyXzeJvUzmQVUJmcSWnluMCYMGsBKYPcM9lODo6k2Gc+Va0X8XFxQQFBVFUVERgYMsl33c2pfDosr1cMagbr8wZ3mLnFRER92K3Gzy0dDdLkhqOifT1shAfEcCt4+O4ZliMi6rruJy9fmsZvkbUt7Bo0K2ISNszDIOqWjtWDzOmVlxx3GY3+N1Hu/hkxwnMJrh9Yi9mDIgkLtSXUD+vVv3e4hwFlkbUauE4EZE2V1Vr48Nt6fx9zRFOFFbgZTGT0C2AX07sxY8GdcPSguMKa2127v9wF8t2ZWAxm3jhhqFcNSSqxc4vLUOBpRH1C8d5eShdi4i0hUPZJdzxz+0cyy1zHKu22fkuvYhfL97JP9Yf5eWbhhMb4tus8xuGQVp+BTV2O9HBPny684QjrLz8s2HMGtStpV6KtCAFlkZoaX4Rkbbz9f5s5i9JprSqlvAAK7+6rA9XDYmitLKWpTtP8I/1R9mVXsSNb2xhxW8mOb3BYFFFDW+uO8q6QydJzS+nsLwGqJsBWt+SftPo7gorbkyBpRG1GsMiItLqCsqqeW3tEd5cfxTDgNE9Q3htznBC/evWOgnx82L+1HiuHxXD1a9s5ERhBf/dncl1I8+/yqzdbrDu0EmWJWfw1d4syqptjvs8LSasHhZKq2oBCA+w8otLnF/kVNqeAksjbIbWYRERaS0Hs0v4ZMcJ3tty3BEebhrTnceuGoDXOfZw6xbkw9yxcTy34iAf70g/Z2AxDIM1B07y7FcH2Jd5ep+5vhH+3HVpb/pFBNIr3A+rh5mMokoyCysYGB2Et+f5t5ER11NgaUT9pG+zRoiLiLSY8upaHvl0Lx/vSHccS+wWyG+n92VK/4gLPvea4TH8ZeVBthzN52B2iWOHZMMw2Hw0j2eWH2BXWiEA/lYPrh0ezeyh0QzvHnzWbJ/oYB+ig31a9sVJq1BgaYTtVN+mprSJiLSM/LJqfr4oieRToWJCn1Dmju3B9MQIzE60ZkcH+3B5v658/X0OV7+ykQFRgVjMJtLyKzhRWAGAt6eZeeN6cNfk3nTx82rNlyNtRIGlEfZTTSxa6FZEpGX8/qPvSE4rJMjHkxdvHMql/bo2+RwLrx3E3P/7lgPZJSSlFDiOe1nM3Dg6lnunxBPmr71+OhIFlkaoS0hEpOUYhsGmI7kAvDpnOBP6hDXrPF0DvVn26wlsTymgsKKGWrtBmJ8XQ7sH4+ulS1tHpHe1EeoSEhFpOeXVNspPzdYZHBN0UeeyelgY38zAI+2POjoa4egSUmAREblo32eVANA1wEqAt6eLq5H2RIGlEXZHl5Br6xAR6Qj2ZhQBMCCq5Taplc5BXUKNqN/M2pmR6yIinY3NbrD1WB6704vILq7CZKqboRPubyU8wJvs4ko8LSZG9gihf7dAjp6sW26/b2SAiyuX9kaBpRGnx7C4uBARETeTll/OrxbvdKx50pgeob5kFFUCEKqpxtJECiyNqO8S0hgWEZHTyqpqmffWtxzLLcPPy8JlCV2J7lK3AFtltY2s4kqyiirpFuRDRY2NTUdySckrB8DLw8ykvuGuLF/aIQWWRji6hBRYREQcthzN41huGb5eFlbcP7nR1WILyqrZk1FEekEFY3qG0Cvcv40qlY5CgaUR9XsJKa+IiJxmOTWuL8zfSlSQd6OP7+LnxcR4tapI82mWUCMcXUIadCsiAtSN7aufkpyaX87ejOJGniFy8dTC0gi7uoRERAA4nlfGHz7dw/bjBY7F3zzMJu1yLG1CgaURdnt9YHFxISIiLmSzG9z13g72Zda1pvh6WRgR14U7J/emT1eNR5HWp8DSCLvWYRGRTq7WZueDbWnsyyzG02Ji6d0T6N8tUF3l0qYUWBph1+aHItKJZRRWMOcfWzmWW7fg27XDYhgYfXF7AIk0hwJLI05Pa3ZxISIiLvDx9nRHWJk7No6HftTfxRVJZ6XA0gjt1iwinVnEGVOWH70qEQ+LJpeKa+h/XiMutNLt8bwy3t96nA+SUjmcU+pojRER6SiuGhzl+Pt/dme6sBLp7NTC0ojTg27POGY3+MvKA7y25ogj0AD07xbI4z8ewOieIW1cpYhI6/DxstArzI+juWXMX5LM7KHRri5JOim1sDTih+uw2O0GD3+6h1dW14WV0T1CGNsrBC+Lmf2Zxdz05hZW7M1q/brsas0RkbZxzTCFFHE9tbA0wm6v+9NsMpFdXMlzXx3g39vTMZvg2Z8O4ScjYoC6fTIe/nQ3/92dxd3v7+CVOcOZMSCyRWuprLHx2pojLP42lZySKmK6+HD10Gh+dXkfLdwkIq1mTK9QoG4ZfhFXUWBpRH0Ly68X73QcM5vg+euHcvUZnzq6+Hnx0o3D8DDvYtmuDH79r53845aRLbYjaXl1Lbe/s41NR/Icx9ILKnh59WF2pRfyj1tGYvVQaBGRlhfsW7cMf239JzgRF1BgaYT1jJYLswkSowKZP6Uv0xIjznqsh8XM89cPodZu57+7s7jl7W8ZHB1ERKA3Q7sHc9v4nvh4nT9U1NrsvPTNYT7alobdgKmJXZkYH05BWTXvbT3OnhPF+HlZeOraQYztFcqWo3k8+PFu1h/K5Y21R/n1lPhW+TcQkc7tQFYJoBYWcS0Flkb8bno/+nb1Z2B0EJf370rgqQ2/zsfDYuavNwzFbNrFF99lsiu9CChixb5s/rU1lcd/PIAp/RuGHcMwOJRTykOf7Gbb8QLH8fe2pPLellTH1wFWD975xWiGd+8CwOyh0aQXVPDsVwfYkVqAiEhzGYbB6gM5pOVX0C8ygFE9Qqix2floezrPfnUAgEtbqMVYpDkUWBoxKCaIQTFNW9XR6mHh5ZuG8/sZ5ezPKia9oIL/W3+U9IIKfvHONsb2CmFIbDCeZjO7TxSxK72QwvIaoC6U/PGqRLoGevPJjnQOZZcS7OvJyLgu3Dw2jq6BDbdxjw72AaC4srZlXrCIdEqLNqXw+Of7HF97e5qx26HaVtcNNKx7ML+6vI+ryhNRYGlN3UN96R7qC8DPRsfy4qpDvLn+KFuO5rPlaH6Dx3p5mBnTM4Q/Xz2QuFA/ACY78WkmuktdYMkurmzh6kWkMzmcUwrU/S7y9bI4PkRFB/twx6Re3Dg6VuPkxKUUWNqIr5cHC37Un5vHxvHV3iwyCiupqLHRv1sAQ2ODSYgMxMuj6bPM40/tkppeUMFDS3fzxOyB2pBMRJos4lTrbf9ugXz4P2PJKqrEbDIR08VHK32LWzAZHWR51uLiYoKCgigqKiIwMNDV5bSpHg/+x/H3QG8PQvy86OLnRaifFyF+XvTvFsglfcLo09Vfv3hE5JyyiiqZ9vxaSqpquXFULI9cmYifVZ9ppfU5e/1u0kf61157jcGDBxMYGEhgYCDjxo3jyy+/dNyfnZ3NrbfeSlRUFL6+vsycOZNDhw41et6PP/6YxMRErFYriYmJLF26tClldXqbF1zu+HtxZS0peeXsTC1k1f4cPtyWzuOf72PaX9cx/ulveH7lQQrLq11YrYhcjKyiStYfOsnyPZlsPpLXYotIRgZ58+iPBwCwJCmN6X9dx+oDOS1ybpGW0KQWls8//xyLxUKfPnUDr9555x2effZZdu7cSWJiIuPHj8fT05O//OUvBAYG8vzzz7N8+XL27duHn5/fOc+5efNmJk6cyBNPPME111zD0qVL+eMf/8iGDRsYM2aM0y+kM7ew1KussZGSV0ZxRS35ZdUUlFeTU1zFtuP5fHssn6rausFz4QFWnrtuiFNjZETEPdTY7Dzw0Xd8svNEg+OJ3QL5+80jHOPlLta6gyd5aOlu0gsqAJg3Lo4/zR7YIucWORdnr98X3SUUEhLCs88+y8SJE+nXrx979uxhwIC6lG6z2ejatSvPPPMMt99++zmff8MNN1BcXNygpWbmzJl06dKFxYsXO12HAsuFVdbYWLU/m7+uPMiRk3VbxT8xewBzx/VwbWEi4pR/bjnOI5/uAerGrgX6eHIgq4TSqlq6h/jy3/kT8W+hLpzy6lqeX3GQtzYew27A63NHtPjK3SL1WqVL6Ew2m40lS5ZQVlbGuHHjqKqqAsDb+/S0W4vFgpeXFxs2bDjveTZv3sz06dMbHJsxYwabNm264PevqqqiuLi4wU3Oz9vTwpWDo/jPvRP52ejuADy6bC87tX6LiNuz2w3e3nAMgId/1J+V90/m47vG8/VvJxMd7ENqfjkfJKWRV1rFoewSckoubtagr5cHf7gykcv6dQXgqz2tvz+aSGOaHFh2796Nv78/VquVO++8k6VLl5KYmEhCQgJxcXEsWLCAgoICqqurefrpp8nKyiIz8/xbkmdlZRER0XAhtYiICLKyLvwDsnDhQoKCghy32NjYpr6UTsnb08JT1wxk9tAo7AY8v/Kgq0sSkQtITivktkVJHM0tw9/qwc/GdHfcFxHozS8u6QnAE1/sY8SfVzHtr+sY/eTXXP/3zezPbP4HuY2Hc/nm1BiWPhH+F/ciRFpAkwNLv379SE5OZsuWLdx1113ccsst7Nu3D09PTz7++GMOHjxISEgIvr6+rFmzhlmzZmGxXHju/g9nrhiG0ehslgULFlBUVOS4paWlNfWldFomk4lfXVY3DmlbSgE1Nu0PIuJODMPgs+QTzH5lI1e/spG1B09iNsFjPx5wVrfPNcOiiQ3xcXwd5OOJyQTfpuQz761vSS8ob1YNS5LSMAyY2j/CEYpEXKnJHZ5eXl6OQbcjR44kKSmJF198kddff50RI0aQnJxMUVER1dXVhIeHM2bMGEaOHHne80VGRp7VmpKTk3NWq8sPWa1WrFbta9FcvcP98bd6UFpVy5GTpSREatyPiLt4/PN9LNqUAoCH2cTVw6K5c3Jv+nQ9u6Wji58Xa/7fZeSUVBLqZ8XLw0xmUQW3vZ3E91kl/HxREp/cPaFJ41tqbHa+PVa30eqNo7RgnLiHZo9hqWcYhmP8Sr2goCDCw8M5dOgQ27ZtY/bs2ed9/rhx41i5cmWDYytWrGD8+PEXW5pcgNlsYkBUXUj5IEmtUyLuYm9GEe9tOQ7APZf1ZutDU3juuiHnDCv1LGYT3YJ8HItPdgvy4a1bR9E1wMrB7FKeO7UXkLMOZZeSXVyFp8XEJfFhzX8xIi2oSYHloYceYv369aSkpLB7924efvhh1qxZw5w5cwD497//zZo1azh69CifffYZ06ZN4+qrr24wqHbevHksWLDA8fX8+fNZsWIFzzzzDN9//z3PPPMMq1at4r777muZVyjnVb8vyLubj7Ncg+pEXK6grJo73t1Ord1gSkJXfjcjgdBm7pAcFezDc9cNAeCdzSlsOpx7zscZhsF/vsvkiS/28crqw5worCDEzwuzCWpsBn9ZcaDF1noRuRhNCizZ2dnMnTuXfv36MWXKFLZu3cry5cuZNm0aAJmZmcydO5eEhATuvfde5s6de9bU5NTU1AaDcMePH8+SJUt4++23GTx4MIsWLeKDDz5o0hos0jyX9AnjuhEx2OwGd7+/nTfXHXV1SSKd2vMrD3KisIIeob48f/3Qiz7fpL7h3DAyFsOAe5ckk1vasDW81mbnV4t3cs+/dvB/G47x7FcHmPb8WnakFvDAzAQA3lx/jDv+uZ2yKm2wKq6lpfk7uVqbnYeW7ubDbekA/G5GP+6+tLeW8BdpY3mlVVz+l7UUVdTw9q2juCyha4uct6LaxqgnV1FaVcuDsxK4c3Jvx31PfLGP/9twDIvZxLXDojmYU8qutEIAJsaHUVVr59tjdRu1PnpVIrdN0OBbaXnOXr+1UUQn52Ex88xPBhPbxZe/rDzIs18dwGI2NfilJiKtq6rWxi/f3UZRRQ3dQ3yZ0Kdlxo0YhsFbG49Reqp1xM+r4eDZL77LAGDhtYO4fmQstTY7z604yD/WH2X9oYZdSENjg1ukJpHmUmCRumnOl/fBbDbx7FcH+N/l39O/W6CW7hdpAzkllfxi0TZ2nygiwNuDt24d1ayd23/IbjcY/dTXjm6gW8bFORaNBLDZDQrLawAY3j0YqPsA8+CsBG4cFcsnO9JJTi/CbIIbR3VnWPcuF12TyMVQYBGgLrTcfWlvjueV8eG2dO56bztL7hjL4JhgV5cm0mFV1tgY/eTXjq9fnTP8grOBmuKDbWmOsPKT4TE8fsZ+QIZh8NLXh6iqtRPs60l0cMN9iHqE+XH/9H4tUodIS7n4GC8dhslk4omrBzK+dyjl1Tb+skKr4Iq0puRT40VMJnjlpuFMjG+5Vs0jOaWOv0/uF47dblBjs/PpzhNc+bcNvPj1IQAemJmAj5fWWRH3pxYWacDqYeH+aX3ZdGQzh7JLXF2OSIdWP/Mm0NuT6QMuvFhmU90+sRdJxwvYlVbIvYt38vR/91Nts5NbWg2Aj6eF383o16CbSMSdKbDIWeonCHm2QD+6iJzfhD5hdPH1pKC8hp2phYzuGdJi544M8uajO8fxt28O89aGY2QU1W2IGB5g5ZZxccwZE0cXP68W+34irU2BRc5SVVO3t5CXRYFFpDV5e1oI8qkLLBU1thY/v6fFzP3T+nL3pb359lg+NrvB+D6hWmpf2iUFFjlL/RosHWKBHhE3ll1cSUpe3eaEQ2KCWu37eHtamKRZf9LO6SO0nKV+k7TC8moXVyLScdVvUAgwJDaYYF91z4hciFpY5Cx9uvrjYTaRW1rN9uP5jIhruX51kc7sRGEFO44X8M33OazYm0VZtY1QPy+eumZg408W6eQUWOQsPl4Wrh0efWo9lh08e90QJsWHabl+kWaqrLHx5rqjvPj1IWrP2EhwSGwwL904lLhQPxdWJ9I+KLDIOT04qz87Ugs5nFPKLW99i7/Vg7hQX3qE+hEf4U9CZCCJ3QKJ6eKD2awgI3I+O1MLmL8kmdT8urEq8V39mRgfzo8GRTK8exf9/Ig4SZsfynmVVNbwwqpDvLflOFW19nM+xs/LwtDuwUztH8G0xAhiuvie83HnklNcyfpDuew+UURFtQ0vDzM9wvyYnhhBbIjz5xFxV8WVNVz67Bryy6rpGmBlwY8SuHpotForRc7g7PVbgUUaVVljI72gnJTcco7llvF9VgnfZxVzKLuUatvZQeZ/JvViTK8QooJ98Ld64OVhxstiJiWvnJ2pBSSl5LMrrYgThRXn/H4Ws4nL+oVz92V9GK79S6Qd++K7DH71r51EBXnz1W8mEeDt6eqSRNyOdmuWFuPtaaFP1wD6dA1ocLzGZufoyTLWHzrJ/y4/4Agvr687yuvrjjZ6XpMJBkQFMq5XKMG+XpRX17LjeCGbj+axan8Oq/bnEB3sQ88wP+JCfekZ5kfvrv6M6xWKt6fWkRD353Pq/2lJVS3ffJ/DVYOj1AUk0kxqYZEWk1lUweYjeWw9ms+O1ALyy6opqax1BJlQPy8GxwQxskcIw7oHMyg66JyfONcePMktb3173u/j62Xh6mHRPDgrgUB9YnWZGpudPSeK2JlayJ6Mum69gdFB3DW5ty7Kp1RU2/jxyxs4dGpfn8l9w3lz3sgW2Y1ZpKNQl5C4DcMwqLEZTf4lnVtaxbHcMlJyy0jJK6vrUjpe4FhifEBUIJ/cPV6rdrYhu91g7cGTfJCUxtqDJ8+5Ouvw7sG8d/sYfL3UgAtQVFHDO5tSeGX1Yapq7Tx6VSK3Tejp6rJE3IYCi3RIhmGw+Uge9/xrBwXlNSy8dpA2b2th5dW1ZBdXYbMbxHTxwdvTQlF5Df/ensa7m487ZrsABPt6MjKuC4Oig9mXWcTagyeprLHzhyv6c/vEXi58Fe7n0c/28M7m4wAceepHWNQKJQJoDIt0UCaTifF9wrhtQk+eX3mQr/dnK7C0kIKyan7zYTJrD57kzI8xoX5eDbr2Ar09+OmIWK4dHk1it8AG3T+vrD7Ms18dYFtKAbdPbOtX4N7OWH6FHakFjOqhBRlFmkIdqdIuTe0fAcCq/Tn89sNdJKXkU1pV6+Kq2i+73eDO97az5kBdWPHyMDu2aMgrq6baZichMoCnrx3E1oem8serEhkYHXTWWJWyU+9BoI8+C/3QHZNOtzgt3prqwkpE2if9VpF2KTEqkF9O7Mmb64/x8Y50Pt6RDkDfCH9+NKgbd0zq1WpjKHJLq9iWks+h7FKO5ZVhGNA1wMrY3qFMig9vl039L359iK3H8vH1svDBHeMYGF3XLFtcUcuJwgosZhN9I/wbXT9kV3ohAENjNR39h2JDfJnUN5x1B0+Sr326RJpMgUXarYevSORHg7rxj/XH2JFaQGZRJQezSzmYfYhtKQX88xejL3qBLsMwSMkrZ1tKPtuP160hc+Rk2Tkf+/q6o0QFeXPftL5cNyLG7RcHMwyD7ccLeGvjMf67OwuAR65MZNAZuwYH+XoS5OvcTKxam52dqYUADOse3NLldgg9Q31Zx+kNRkXEefqpkXZtWPcuvDKn7tN8XmkV33yfw8NL97DhcC57M4oZGB3UyBnOVlRew7ubU/hwexonCioajD2olxAZwICoIHqF++FpMXEst5zlezLJKKrk9x99x4q92Tx5zUAiAr0v9iW2qIpqGztSC9h6LJ9V+7LZl1nsuO/BWQkXNR6otKqW8uq6WUO6IJ+tssbGJztOAHDdyFgXVyPS/ui3inQYof5WrhsZy4p92azcl8033+c0ObCkF5Rz4xtbSC84vQqvl8XMoJggRsZ1YWSPEEbGdaGLn9dZz330qkTe2ZTCX1YcZNX+bFbtzybEz4vYEF+6h/gSF+JL99DTf0YEeLfpeiVrDuRw7+KdFFeeHutj9TAze2gU88b1aFa4O1OQjyf9uwWyP7OYeW99y7JfTdDKrmcoqayl5NQYn6Exwa4tRqQdUmCRDufyhK6s3JfNf3dn8qvL+jQpFPxlxUHSCyqIDvbhdzP6MSgmiIhAb6daDLw9LfzP5N6M7x3GI5/tITmtkPyyavLLqtmVVnjW460eZvp09WdIbDAzB0QysRV3xF6xN4u7399Brd0gMtCbMb1CGN0zhCsGdSPY9+zw1Rwmk4k35o7gxje2cCy3jJdXH2bBrP4tcu6OIMzfi74R/hzMLuWrvVlcP0qtLCJNoXVYpMPJL6tm/NNfU1ljd6yuGxnkTZi/lehgH2YN7HbOcRmGYTD8iZUUlNfwwR1jGdMr9KLqKCyvJqOwktT8MlLzyzmeV05qft0tvaAC2w/6mhIiA7hjUi9mD41u8YG70/+6loPZpfxoUCQv3DCsVVdaXbE3izv+uZ1gX092PjLN7cfytKWnv/yev689wugeISy5Y6xWBBZB67BIJxbi58XT1w7moaW7ySurZvWBkw3uf+KLfUyMD2f6gAimJEQ4wsvuE0UUlNfg7WlmWAtsuhjs60WwrxeJUWf/ANba7KQXVPB9VjEbD+fxyY50vs8q4f4Pd/H62qM8de1ARsS1zDodGw7lcjC7FC+LmYXXDm71ZeEnxocDUFheQ2ZRJVHBPq36/dqTn42OZdGmY3ybkk9SSv5Fh2KRzkSBRTqkq4dFM3NgJHszijiQVUpuaRUnS6pYf+gkKXnlLN+bxfK9WXiY6xai6xnqy8p92UDdGi+tfVH3sJjpEeZHjzA/Zg7sxv+b3o/3th7njXVHOZBdwi1vJbHmd5cS5m9t8LxjuWV8viuDPSeKiAzyZkr/CMb2Cjnv9gRbj+Zx75KdAFw3MoYgn9YfU+Ltefrfzt4xGnBbTFyoH7MGdmPpzhOsPnBSgUWkCRRYpMPy9rQwIi6kQUuF3W6wM62AtQdOsnxvFgezS1l38CTrTt0f5u/Fg7MS2rzWIF9P7rmsDzePiePa1zZy5GQZq7/PccwmMQyDny9KOqu16N3Nx/HzsjAxPhxfq4Xs4koKymoAqKq1OaZgD4oO4g9XJLbJazGZTHTx9aSgvIbC8hpitCRLA5f2C2fpzhOsO3jSJf/XRNorBRbpVMxmkyPE3D+9H0dOlrJyXzYFZdX0jQhgav8Ip9cdaQ1Bvp7MHBjJK6uP8Ob6o0xLrFvRd+ifVjoeMzE+jMl9wzmaW8bX+7PJLq5i+d6sc57PYjZx/chYHpyZgI9X220S2aerP0kpBexMLbjo2UcdTf3YJQ+Lxq+INIUCi3RqvcP96T3Z39VlNHDNsGje3pjCwexSJj+7pkG3SlyoL//8xRjH18bVA9mZVsj2lAJq7HYiA70JOTXl2mY3GBQdRFcXrAUzY0AkSSkF/HPLcW4aE9cuV/9tqn0ZxbyzKYXdJ4oc69v8bHQsI+NC6BbkTVWtnUM5Jbyx7igAE/qEubJckXZHs4RE3ND3WcX88t1tpOXXrQcTEWjl+pGx/HZ6PxdX5pyiihoueeYbSipr+cnwGB77cWKHXZPFMAwWf5vGY5/vpbrW7tRzEiIDeP/2MYT+YIySSGfk7PVbgUXETVXV2thxvJDiyhomxYe3aZdOS/h05wnu+yDZ8fWDsxK4dXwPvD3b1+tozJx/bGHj4TygrrtuzpjuFFfW8vmuDLqH+HIgq4SC8mp8vCyE+lmZlhjBdSNjzjtQWqSzUWAREZfbfCSPn725xfF1mL+Vm0bHMrZ3KAFWT0wmMJtMjj89LSZ6hPq1q/VJejz4HwCGdw/m33eO7xTdXyItSYFFRNxCZY2Nj7an89qaI5worGj08b3D/Zg/tS+zBkbiaWnd6eUtoT6wfPHrSzTAWKQZtHCciLgFb08LN4+N44ZRsXzxXQar9uWwL7OYyhobdsPAMMBu1I0FKams5cjJMu5dvJPuIb4smJXAzIGRbrtablWtDU+LiRqbQbALZ5eJdAZNCiyvvfYar732GikpKQAMGDCAP/7xj8yaNQuA0tJSHnzwQT799FPy8vLo0aMH9957L3fdddd5z7lo0SJuu+22s45XVFTg7e1eO92KSPN5WsxcMyyGa4bFnPcxheXVvL0xhfe3Hic1v5y73t/Bb6b2Zf7U+Das1Hn7MoqpsRmE+HkRrRV9RVpVkwJLTEwMTz/9NH369AHgnXfeYfbs2ezcuZMBAwbwm9/8htWrV/Pee+/Ro0cPVqxYwd13301UVBSzZ88+73kDAwM5cOBAg2MKKyKdT7CvF7+Z1pc7JvXi5dWHeW3NEV74+iCDY4O4rF9XV5d3lve3pgIwqkcXt20FEukomtRBfNVVV/GjH/2Ivn370rdvX5588kn8/f3ZsqVuUN3mzZu55ZZbuPTSS+nRowd33HEHQ4YMYdu2bRc8r8lkIjIyssFNRDovP6sHD8xM4MZRsRgG3PnP7Ww8nOvqss7y9f667RxuGd/DtYWIdALNHtFms9lYsmQJZWVljBs3DoBLLrmEZcuWceLECQzDYPXq1Rw8eJAZM2Zc8FylpaXExcURExPDlVdeyc6dOxv9/lVVVRQXFze4iUjH8qfZA5mS0JWqWju3LUpi1an9ntxFUUXdNgi9w91r8UGRjqjJgWX37t34+/tjtVq58847Wbp0KYmJdXuUvPTSSyQmJhITE4OXlxczZ87k1Vdf5ZJLLjnv+RISEli0aBHLli1j8eLFeHt7M2HCBA4dOnTBOhYuXEhQUJDjFhsb29SXIiJuzsvDzKs3D2dq/65U19q5/d1t/L9/72Jfhus/oBSUVXNqlX282sFsJpH2rsnTmqurq0lNTaWwsJCPP/6Yf/zjH6xdu5bExESee+453nzzTZ577jni4uJYt24dCxYsYOnSpUydOtWp89vtdoYPH86kSZN46aWXzvu4qqoqqqqqHF8XFxcTGxurac0iHVCNzc6fPt/HP7ccdxwbEhPELeN7MHtotEvWPnnyP/t4c/0xBkQF8sWvL9EYFpFmarN1WKZOnUrv3r154YUXCAoKYunSpVxxxRWO+2+//XbS09NZvny50+f85S9/SXp6Ol9++aXTz9E6LCId3/bj+by1MYUVe7OosdX96pravytvzB3Z5ovNXfrsalLyyvn7zcOZObBbm35vkY7E2ev3RbdjGoZBVVUVNTU11NTUYDY3PKXFYsFud25/jfrzJScn062bfgGISEMj4kJ45abhbF4whd/N6IenxcSq/Tn8Z3dmm9aRlJJPSl45XhYz47WJoUibaNK05oceeohZs2YRGxtLSUkJS5YsYc2aNSxfvpzAwEAmT57M7373O3x8fIiLi2Pt2rW8++67PP/8845zzJs3j+joaBYuXAjA448/ztixY4mPj6e4uJiXXnqJ5ORkXnnllZZ9pSLSYYT5W7nnsj6UVtXy2pojrNiXzVVDolr9+5ZU1rAjtZCHPtkNwNXDogjsoJs6iribJgWW7Oxs5s6dS2ZmJkFBQQwePJjly5czbdo0AJYsWcKCBQuYM2cO+fn5xMXF8eSTT3LnnXc6zpGamtqgFaawsJA77riDrKwsgoKCGDZsGOvWrWP06NEt9BJFpKOa2CeM19YcYWdqwUWdx2Y32JdRzMYjuWw8nMvhnFIGRAXib/XgZGkVJ0vqbgXlNY7nRAV58/CPEi/2JYiIk7SXkIi0W8WVNQx9fAV2A1b8ZhJ9IwKcel5eaRVJKQXsyyxmX0YR244XUHhGGLmQ6GAfJsaH8ZtpfYkI1AKXIhdLewmJSIcX6O3JlP4RrNyXze8/+o73bx+Dn/XsX2sllTUkpeSz+UgeGw7nsT/z7GnR/lYPxvYKYXzvMBK6BbDnRBEA4QFWugZ4Ex5gJSLAmyDtGSTiEmphEZF2bXd6ET9+ZQOGAQFWD3p39Scu1BcfTwsZRZWkF5STklvmWDOlXr+IAAbHBDEgKpDBscEMjg7CQ+upiLS5NpvW7C4UWEQ6rzUHcnh02V6O55Wf9zE9Qn0Z2yuU8X3CGNcrlPAAaxtWKCLnoy4hEek0Lu3Xla/vD+P7rBLS8stJKyinotpOZJCV2C6+9Ar3JzJI401E2jMFFhHpEDwsZgZGBzEwOsjVpYhIK1CHrYiIiLg9BRYRERFxewosIiIi4vYUWERERMTtKbCIiIiI21NgEREREbenwCIiIiJuT4FFRERE3J4Ci4iIiLg9BRYRERFxewosIiIi4vYUWERERMTtKbCIiIiI2+swuzUbhgFAcXGxiysRERERZ9Vft+uv4+fTYQJLSUkJALGxsS6uRERERJqqpKSEoKCg895vMhqLNO2E3W4nIyODgIAASkpKiI2NJS0tjcDAQFeXJudQXFys98jN6T1yf3qP3J/eo8YZhkFJSQlRUVGYzecfqdJhWljMZjMxMTEAmEwmAAIDA/UfxM3pPXJ/eo/cn94j96f36MIu1LJST4NuRURExO0psIiIiIjb65CBxWq18uijj2K1Wl1dipyH3iP3p/fI/ek9cn96j1pOhxl0KyIiIh1Xh2xhERERkY5FgUVERETcngKLiIiIuD0FFhEREXF7HS6wHDx4kNmzZxMWFkZgYCATJkxg9erVDR5jMpnOuv397393UcWdjzPvUb28vDxiYmIwmUwUFha2baGdWGPvUV5eHjNnziQqKgqr1UpsbCy/+tWvtJdXG2rsPdq1axc/+9nPiI2NxcfHh/79+/Piiy+6sOLOx5nfdfPnz2fEiBFYrVaGDh3qmkLbiQ4XWK644gpqa2v55ptv2L59O0OHDuXKK68kKyurwePefvttMjMzHbdbbrnFRRV3Ps6+RwC/+MUvGDx4sAuq7Nwae4/MZjOzZ89m2bJlHDx4kEWLFrFq1SruvPNOF1feeTT2Hm3fvp3w8HDee+899u7dy8MPP8yCBQt4+eWXXVx55+HM7zrDMPj5z3/ODTfc4MJK2wmjAzl58qQBGOvWrXMcKy4uNgBj1apVjmOAsXTpUhdUKM6+R4ZhGK+++qoxefJk4+uvvzYAo6CgoI2r7Zya8h6d6cUXXzRiYmLaosROr7nv0d13321cdtllbVFip9fU9+jRRx81hgwZ0oYVtj8dqoUlNDSU/v378+6771JWVkZtbS2vv/46ERERjBgxosFjf/WrXxEWFsaoUaP4+9//jt1ud1HVnYuz79G+ffv405/+xLvvvnvBzbCk5TXl56heRkYGn3zyCZMnT27jajun5rxHAEVFRYSEhLRhpZ1Xc98juQBXJ6aWlp6ebowYMcIwmUyGxWIxoqKijJ07dzZ4zBNPPGFs2rTJ2Llzp/Hcc88Zvr6+xhNPPOGagjuhxt6jyspKY/DgwcY///lPwzAMY/Xq1WphaWPO/BwZhmHceOONho+PjwEYV111lVFRUdH2xXZSzr5H9TZt2mR4enoaK1asaLsiO7mmvEdqYWlcu/jo+thjj51zoOyZt23btmEYBnfffTddu3Zl/fr1fPvtt8yePZsrr7ySzMxMx/n+8Ic/MG7cOIYOHcpvf/tb/vSnP/Hss8+68BW2fy35Hi1YsID+/ftz8803u/hVdSwt/XME8Ne//pUdO3bw6aefcuTIEe6//34XvbqOoTXeI4C9e/cye/Zs/vjHPzJt2jQXvLKOo7XeI2lcu1iaPzc3l9zc3As+pkePHmzcuJHp06dTUFDQYBvv+Ph4fvGLX/Dggw+e87kbN27kkksuISsri4iIiBatvbNoyfdo6NCh7N69G5PJBNQNSrPb7VgsFh5++GEef/zxVn0tHVVr/xxt2LCBiRMnkpGRQbdu3Vq09s6iNd6jffv2cdlll3H77bfz5JNPtlrtnUVr/Rw99thjfPrppyQnJ7dG2R2Ch6sLcEZYWBhhYWGNPq68vBzgrDEPZrP5gmNUdu7cibe3N8HBwRdVZ2fWku/Rxx9/TEVFheO+pKQkfv7zn7N+/Xp69+7dglV3Lq39c1T/2aeqquoiquzcWvo92rt3L5dffjm33HKLwkoLae2fIzm/dhFYnDVu3Di6dOnCLbfcwh//+Ed8fHx48803OXbsGFdccQUAn3/+OVlZWYwbNw4fHx9Wr17Nww8/zB133KHdNNuAM+/RD0NJ/aeZ/v37K1S2AWfeo//+979kZ2czatQo/P392bdvH7///e+ZMGECPXr0cO0L6ASceY/27t3LZZddxvTp07n//vsdU2ktFgvh4eGuLL9TcOY9Ajh8+DClpaVkZWVRUVHhaGFJTEzEy8vLRdW7KZeNnmklSUlJxvTp042QkBAjICDAGDt2rPHf//7Xcf+XX35pDB061PD39zd8fX2NgQMHGi+88IJRU1Pjwqo7l8beox/SoNu219h79M033xjjxo0zgoKCDG9vbyM+Pt544IEH9B61ocbeo0cffdQAzrrFxcW5ruhOxpnfdZMnTz7n+3Ts2DHXFO3G2sUYFhEREenc2sUsIREREencFFhERETE7SmwiIiIiNtTYBERERG3p8AiIiIibk+BRURERNyeAouIiIi4PQUWERERcXsKLCIiIuL2FFhERETE7SmwiIiIiNtTYBERERG39/8BUXDxSXR5S/8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "we found 0 unassigned bgs with missing pop 0 Expected up to 0.0\n"
     ]
    }
   ],
   "source": [
    "print(\"Now I will identify populated tracts that weren't assigned to COIs\")\n",
    "#Note -- may be faster to just screen tracts for those with -999 as muniTractNo\n",
    "missedPop = 0\n",
    "missedList = list()\n",
    "for t in range(nTracts):\n",
    "    if t not in skipList and tractMuniNo[t] < 0:  #should have been assigned to a COI\n",
    "        found = \"no\"\n",
    "        for s in range(nSchools):\n",
    "            if t in muniTractList[s]:\n",
    "                found = \"yes\"\n",
    "        if found == \"no\" and tractPop[t] > minTractPop:\n",
    "                plotPoly(tractGeom[t])\n",
    "                plotCenter(t,tractGeom[t])\n",
    "                missedPop += tractPop[t]\n",
    "                missedList.append(t)\n",
    "plotPoly(countyMAP)\n",
    "plt.show()\n",
    "print(\"we found\",len(missedList),\"unassigned bgs with missing pop\",missedPop,\"Expected up to\",statePop-np.sum(schoolPop) )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 295,
   "id": "31b7249f-19b9-4d9e-9cb5-a471a4c67b83",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "here are the COIs with < 500 whole-bg muniPop\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "muniPop = schoolPop.copy()\n",
    "print(\"here are the COIs with < 500 whole-bg muniPop\")\n",
    "for s in range(nSchools):\n",
    "    if muniPop[s] < 500:\n",
    "        plotPoly(schoolGeom[s])\n",
    "        plotCenter(int(muniPop[s]), schoolGeom[s])\n",
    "plotPoly(countyMAP)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 296,
   "id": "e672cbef-6fc6-47d7-8bb1-88c6176fb2af",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "histogram of log10 of school district Pop\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "logMuniPop = [math.log10(schoolPop[s]) for s in range(nSchools)]\n",
    "fig, ax = plt.subplots()\n",
    "ax.hist(logMuniPop)\n",
    "print(\"histogram of log10 of school district Pop\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "69c66766-8858-48ff-8e23-3b634befd1b0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "44 55.0\n",
      "381 has pop of 1194\n",
      "383 has pop of 55\n",
      "423 has pop of 3322\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "208 35.0\n",
      "849 has pop of 35\n",
      "921 has pop of 1134\n",
      "927 has pop of 1361\n",
      "1492 has pop of 2006\n",
      "1516 has pop of 1881\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "388 43.0\n",
      "302 has pop of 1856\n",
      "309 has pop of 2859\n",
      "329 has pop of 43\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "922 87.0\n",
      "2230 has pop of 1149\n",
      "2308 has pop of 87\n",
      "7704 has pop of 3449\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1369 99.0\n",
      "1034 has pop of 99\n",
      "1072 has pop of 762\n",
      "4834 has pop of 794\n",
      "5051 has pop of 828\n",
      "5066 has pop of 426\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for s in range(nSchools):\n",
    "    if muniPop[s] < 100:\n",
    "        print(s,muniPop[s])\n",
    "        plotPoly(schoolGeom[s].buffer(-0.005))\n",
    "        plotCenter(s,schoolGeom[s])\n",
    "        for t in activeTracts:\n",
    "            if tractGeom[t].intersects(schoolGeom[s]):\n",
    "                plotPoly(tractGeom[t])\n",
    "                print(t,\"has pop of\",tractPop[t])\n",
    "        plt.show()\n",
    "#plotPoly(countyMAP)\n",
    "#plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 299,
   "id": "fbbdfc84-23fa-40af-8d0b-3cd6965ad712",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "listing all COIs with no population\n"
     ]
    }
   ],
   "source": [
    "print(\"listing all COIs with no population\")\n",
    "emptySDlist = list()\n",
    "for s in range(nSchools):\n",
    "    if muniPop[s] < minTractPop:\n",
    "        print(\"SD\",s, \"only has population\",muniPop[s])\n",
    "        emptySDlist.append(s)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 300,
   "id": "17e883ce-6d81-45a8-9647-30f91000f5c7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "804 is a school district that forms a whole legislative district w pop 116539.0\n",
      "1069 is a school district that forms a whole legislative district w pop 123687.0\n",
      "1376 is a school district that forms a whole legislative district w pop 120929.0\n",
      "the big COIs are [0, 27, 40, 691, 958, 981, 1199, 1499, 1786] . Their size vs. district Pop are...\n",
      "0 216020.0 1.812\n",
      "27 146767.0 1.231\n",
      "40 152597.0 1.28\n",
      "691 256186.0 2.149\n",
      "958 130675.0 1.096\n",
      "981 144768.0 1.215\n",
      "1199 157730.0 1.323\n",
      "1499 161359.0 1.354\n",
      "1786 339264.0 2.847\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "nDistricts = 99\n",
    "nMunis = nSchools  #equivalent nomenclature\n",
    "muniGeom = schoolGeom.copy()\n",
    "avgDistrictPop = np.sum(muniPop)/nDistricts\n",
    "isWholeMuni = [False]*nMunis\n",
    "wholeMuniList = list()\n",
    "isBigMuni = [False]*nMunis\n",
    "bigMuniList = list()\n",
    "noSplitMuni = [False]*nMunis\n",
    "noSplitMuniList = list()\n",
    "\n",
    "muniCP = [Point(0.,0.)]*nMunis  #each school district's geometrical center point\n",
    "for m in range(nMunis):\n",
    "    muniCP[m] = muniGeom[m].centroid\n",
    "\n",
    "for m in range(nMunis):\n",
    "    if muniPop[m] > 0.5*avgDistrictPop:\n",
    "        if muniPop[m] < 1.05 * avgDistrictPop:\n",
    "            noSplitMuni[m] = True\n",
    "            noSplitMuniList.append(m)\n",
    "        if muniPop[m] > 0.95 * avgDistrictPop and muniPop[m] < 1.05 * avgDistrictPop:\n",
    "            isWholeMuni[m] = True\n",
    "            wholeMuniList.append(m)\n",
    "            print(m,\"is a school district that forms a whole legislative district w pop\",muniPop[m])\n",
    "        if muniPop[m] > 1.05*avgDistrictPop:\n",
    "            isBigMuni[m] = True\n",
    "            bigMuniList.append(m)\n",
    "            plotPoly(muniGeom[m])\n",
    "            plotCenter(m,schoolGeom[m])\n",
    "plotPoly(countyMAP)\n",
    "print(\"the big COIs are\",bigMuniList,\". Their size vs. district Pop are...\")\n",
    "for s in bigMuniList:\n",
    "    print(s,muniPop[s],r3(muniPop[s]/avgDistrictPop))\n",
    "plt.show()\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 303,
   "id": "e9eea49f-fdd3-46cc-9da3-330cd57dd1d3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "here are the no-split school districts - 0.5 - 1.05 of a legislative district\n",
      "111 0.716\n",
      "136 0.745\n",
      "294 0.867\n",
      "399 0.7\n",
      "508 0.519\n",
      "630 0.791\n",
      "795 0.521\n",
      "804 0.978\n",
      "1014 0.577\n",
      "1062 0.567\n",
      "1069 1.038\n",
      "1339 0.775\n",
      "1376 1.015\n",
      "1589 0.596\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"here are the no-split school districts - 0.5 - 1.05 of a legislative district\")\n",
    "for m in range(nMunis):\n",
    "    if noSplitMuni[m]:\n",
    "        plotPoly(muniGeom[m])\n",
    "        print(m,r3(muniPop[m]/avgDistrictPop) )\n",
    "        if isWholeMuni[m]:\n",
    "            plotCenter(m,muniGeom[m])\n",
    "        else:\n",
    "            plotCenter(round(m*0.0001,4),muniGeom[m])\n",
    "plotPoly(countyMAP)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 153,
   "id": "439275db-f8bc-4d7f-b6ca-cac31bc44b4a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "We will now read in and recreate the HDPoly (ignoring COI boundaries) as template for COI HDPoly3's \n",
      "I read in the original (non-munified) HD angles and radii for all 9472 Home Districts\n",
      "working on Home District 0\n",
      "working on Home District 2000\n",
      "working on Home District 4000\n",
      "working on Home District 6000\n",
      "working on Home District 8000\n",
      "All 9472 home districts built for OH\n"
     ]
    }
   ],
   "source": [
    "print(\"We will now read in and recreate the HDPoly (ignoring COI boundaries) as template for COI HDPoly3's \")\n",
    "infilename = \"OH99HD1tol0.005nW415Jun.csv\"  #blockgroup basis\n",
    "df2 = pd.read_csv(\"state_HD_output/\"+infilename)\n",
    "tractPop3 = df2['tractPop']  #these four may include shifting demography out of corners - avoid overwrite for now\n",
    "# ... and now the true outputs\n",
    "origHDPop = df2['HD-pop']\n",
    "HDvHisp = df2['HDvHisp']\n",
    "HDvBlack = df2['HDvBlack']\n",
    "origHDGOP = df2['HDvGOP']\n",
    "HDwt = df2['HDwt']\n",
    "HDarea = df2['HDarea']\n",
    "HDangle0 = df2['HDangle0']\n",
    "HDangle1 = df2['HDangle1']\n",
    "HDangle2 = df2['HDangle2']\n",
    "HDangle3 = df2['HDangle3']\n",
    "HDradius0 = df2['HDradius0']\n",
    "HDradius1 = df2['HDradius1']\n",
    "HDradius2 = df2['HDradius2']\n",
    "HDradius3 = df2['HDradius3']\n",
    "#HDcounty = df2['countyNo']\n",
    "#startAngle = df2['startAngle']\n",
    "\n",
    "nHDs = len(tractPop3)  #the Home Districts were built off of blockgroups\n",
    "HDNo = df2['tractNo']\n",
    "HDCPx = df2['centroid x']\n",
    "HDCPy = df2['centroid y']\n",
    "HDCP = [ Point(HDCPx[h], HDCPy[h]) for h in range(nHDs)]  #Home District centerpoint\n",
    "origTractUse = df2['tractUse']\n",
    "print(\"I read in the original (non-munified) HD angles and radii for all\",nHDs,\"Home Districts\")\n",
    "#Now, recreate each Home District geometry\n",
    "\n",
    "HDPoly = [dummyPoly]*nHDs\n",
    "nWedges = 4\n",
    "for t in range(nHDs):  #Don't worry, we'll build trivial zero-area HD's for skipped tracts\n",
    "    if t%2000 == 0:\n",
    "        print(\"working on Home District\",t)\n",
    "    \n",
    "    if tractPop3[t] > minTractPop:  #skip the unpopulated tracts for these lists\n",
    "        HDangle = [HDangle0[t],  HDangle1[t], HDangle2[t], HDangle3[t] ]\n",
    "        HDradius = [HDradius0[t], HDradius1[t], HDradius2[t], HDradius3[t] ]\n",
    "        HDPoly[t] = buildPolly(HDCP[t], HDangle, HDradius)\n",
    "\n",
    "print(\"All\",nHDs,\"home districts built for\",STATE)  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 231,
   "id": "5ec9dbfb-7c32-4f81-b07a-abfb738c1e20",
   "metadata": {},
   "outputs": [],
   "source": [
    "def snapHD(TARGETPOP, TOLERPOP, allowedTractList,TCPLIST, TRACTPOP, hdCP, ANGLE, CURRENTR) :\n",
    "    #this is the snapping function to generate a list... \n",
    "    maxPop = 0.\n",
    "    for tt in allowedTractList:\n",
    "        maxPop += TRACTPOP[tt]\n",
    "    #print(\"target, max possible ensnared pops are\",TARGETPOP, maxPop)\n",
    "    SNAPPEDHDTRACTLIST = list()\n",
    "    snappedPop = 0.          # ... of permissible tracts in an HD1 shape expanded or contracted to meet a target pop\n",
    "    Rratio = 0.001  #maybe first time is the charm; this will make first Rratio 1.001 ...       \n",
    "    HDpolly = buildPolly(hdCP, ANGLE, CURRENTR)\n",
    "    for tt in allowedTractList:\n",
    "        if HDpolly.contains(TCPLIST[tt]):\n",
    "            snappedPop += TRACTPOP[tt]\n",
    "            SNAPPEDHDTRACTLIST.append(tt)\n",
    "    stepSize = 4.0  #start big for safety margin\n",
    "    snapLoopNo = 0\n",
    "    maxSnapLoopNo = 15\n",
    "    while abs(snappedPop - TARGETPOP) > TOLERPOP and snapLoopNo < maxSnapLoopNo:\n",
    "        SNAPPEDHDTRACTLIST = list()\n",
    "        if snapLoopNo > 0:  #we don't start bisecting until after the first loop\n",
    "            dr = stepSize * np.sign(TARGETPOP - snappedPop)\n",
    "            Rratio = max( 0.5 * Rratio, Rratio + dr)\n",
    "            stepSize = stepSize * 0.5       \n",
    "        snappedPop = 0.  #reset this loop's county pop ensnared in the HDpolly\n",
    "        NEWR = [Rratio*CURRENTR[i] for i in range(4)]        \n",
    "        HDpolly = buildPolly(hdCP, ANGLE, NEWR)\n",
    "        if snapLoopNo == 3:\n",
    "            origPolly = HDpolly\n",
    "        for tt in allowedTractList:\n",
    "            if HDpolly.contains(TCPLIST[tt]):\n",
    "                snappedPop += TRACTPOP[tt]\n",
    "                SNAPPEDHDTRACTLIST.append(tt)\n",
    "        snapLoopNo +=1      \n",
    "        #print(\"T, first vtd in list, loopNo, HDarea, snapped and targetPops\",T,allowedTractList[0],snapLoopNo,\n",
    "        #      HDpolly.area, snappedPop, TARGETPOP)\n",
    "        \n",
    "        if snapLoopNo == maxSnapLoopNo and abs(snappedPop - TARGETPOP) > 3. * TOLERPOP:\n",
    "            print(snapLoopNo,\"snap loop for pt\",hdCP,\"to whole tracts. Final pop vs tgt =\",r3(snappedPop),\"vs\",r3(TARGETPOP) )\n",
    "            #for tt in allowedTractList:\n",
    "            #    plotPoly(TCPLIST[tt].buffer(0.02))\n",
    "            #    plotPoly(TCPLIST[T].buffer(0.05))\n",
    "            #    plotPoly(HDpolly)\n",
    "            #plt.show()\n",
    "    return SNAPPEDHDTRACTLIST, snappedPop"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 232,
   "id": "718c07ff-fdcc-44dc-8c33-9ec1ccbc4aaf",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Here is a quick code to snap the original HDPolys to whole tracts, about 10min to run\n",
      "working on tract 0\n",
      "15 snap loop for pt POINT (-84.27372883753175 39.30654261235412) to whole tracts. Final pop vs tgt = 124457.0 vs 119186.343\n",
      "15 snap loop for pt POINT (-84.29663731205703 39.47138098452272) to whole tracts. Final pop vs tgt = 114219.0 vs 119186.343\n",
      "working on tract 500\n",
      "working on tract 1000\n",
      "working on tract 1500\n",
      "working on tract 2000\n",
      "working on tract 2500\n",
      "working on tract 3000\n",
      "15 snap loop for pt POINT (-84.3813886378822 39.437518469674885) to whole tracts. Final pop vs tgt = 114324.0 vs 119186.343\n",
      "working on tract 3500\n",
      "15 snap loop for pt POINT (-84.38501432025123 39.340106372708206) to whole tracts. Final pop vs tgt = 114324.0 vs 119186.343\n",
      "15 snap loop for pt POINT (-84.39112190835549 39.36398279044859) to whole tracts. Final pop vs tgt = 124175.0 vs 119186.343\n",
      "working on tract 4000\n",
      "15 snap loop for pt POINT (-83.06001980266491 40.0349807824951) to whole tracts. Final pop vs tgt = 124276.0 vs 119186.343\n",
      "working on tract 4500\n",
      "working on tract 5000\n",
      "working on tract 5500\n",
      "15 snap loop for pt POINT (-84.27383912411558 39.26871415447349) to whole tracts. Final pop vs tgt = 125250.0 vs 119186.343\n",
      "working on tract 6000\n",
      "working on tract 6500\n",
      "working on tract 7000\n",
      "15 snap loop for pt POINT (-83.39137814017879 39.35233282545744) to whole tracts. Final pop vs tgt = 114406.0 vs 119186.343\n",
      "working on tract 7500\n",
      "working on tract 8000\n",
      "working on tract 8500\n",
      "working on tract 9000\n",
      "all done.  avgDistrictPop, min and max HD pops were 119186.34343434343 114219.0 125250.0\n"
     ]
    }
   ],
   "source": [
    "print(\"Here is a quick code to snap the original HDPolys to whole tracts, about 10min to run\")\n",
    "HDtractPop = tractPop3.copy()\n",
    "activeHDlist = list()  \n",
    "activeHDpopList = list()\n",
    "origHDvtdList = [list()]*nHDs\n",
    "origHDPop = [0.]*nHDs\n",
    "nReport = 500\n",
    "tractUse = [0.]*nTracts\n",
    "targetPop = avgDistrictPop\n",
    "toler = max(1500,0.002*avgDistrictPop)  #do a little tighter for no restrictions on splits\n",
    "for t in range(nHDs):\n",
    "    if HDtractPop[t] > minTractPop :  #skip unpopulated Census tracts:\n",
    "        activeHDlist.append(t)\n",
    "for t in activeHDlist:\n",
    "    origHDvtdList[t] = list()\n",
    "    if t%nReport == 0:\n",
    "        print(\"working on tract\",t)\n",
    "    HDangle = [HDangle0[t],  HDangle1[t], HDangle2[t], HDangle3[t] ]\n",
    "    HDradius = [HDradius0[t], HDradius1[t], HDradius2[t], HDradius3[t] ]\n",
    "    Polly = buildPolly(HDCP[t], HDangle, HDradius)\n",
    "    \n",
    "    shortList = list() #only possible blockgroup intersections are in counties that intersect the HD Poly\n",
    "    for c in range(nCounties):\n",
    "        if Polly.intersects(countyGeom[c]):\n",
    "            shortList = shortList + countyTractList[c]\n",
    "    origHDvtdList[t], origHDPop[t] = snapHD(targetPop, toler, shortList,tractCPlist, tractPop, HDCP[t], HDangle, HDradius)\n",
    "    #plotPoly(Polly)\n",
    "    #plotCenter(t,Polly)\n",
    "    #plotPoly(HDCP[t].buffer(0.1))\n",
    "    #plt.show()#print(t,origHDPop[t])\n",
    "    activeHDpopList.append(origHDPop[t])\n",
    "    for tt in origHDvtdList[t]:\n",
    "        tractUse[tt] += HDtractPop[t]/avgDistrictPop\n",
    "print(\"all done.  avgDistrictPop, min and max HD pops were\",avgDistrictPop, np.min(activeHDpopList), np.max(activeHDpopList) )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 239,
   "id": "fff5b3ca-ae00-4278-9c6c-128139cdd13d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Let us print our stats for above code to snap HDs to whole blockgroups - legislative\n",
      "0.09858039587106399 = std dev of bg usage.  Here is its weighted histogram\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"Let us print our stats for above code to snap HDs to whole blockgroups - legislative\")\n",
    "n_bins=50\n",
    "avgTractUse = 0.  #\"tract\" = vtd in this contect\n",
    "#tractUse = vtdUse.copy()\n",
    "statePop = np.sum(tractPop)\n",
    "for t in range(nTracts):\n",
    "    avgTractUse += tractUse[t] * tractPop[t]/statePop\n",
    "sumVarTractUse = 0.\n",
    "for t in range(nTracts):\n",
    "    sumVarTractUse += (tractUse[t]-avgTractUse)**2 *tractPop[t]/statePop\n",
    "sdTractUse = sumVarTractUse ** 0.5\n",
    "\n",
    "print(sdTractUse,\"= std dev of bg usage.  Here is its weighted histogram\")\n",
    "fig, ax = plt.subplots(tight_layout=True)\n",
    "LIST = list()\n",
    "wtLIST = list()\n",
    "for t in activeTracts:\n",
    "    LIST.append(tractUse[t])\n",
    "    wtLIST.append(tractPop[t])\n",
    "# We can set the number of bins with the *bins* keyword argument.\n",
    "ax.hist(LIST, bins=n_bins, weights=wtLIST)  #could sub tractUse for usedTractUse here\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 240,
   "id": "055e6c42-6694-4fd5-8b64-171c98d6106e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "we will now write the original (bg-snapped) HDtractlist to a file\n"
     ]
    }
   ],
   "source": [
    "print(\"we will now write the original (bg-snapped) HDtractlist to a file\")\n",
    "date = \"27Dec\"\n",
    "origHDVL = [list()]*nHDs\n",
    "HDNo = [i for i in range(nHDs)]\n",
    "for t in range(nHDs):\n",
    "    origHDVL[t] = origHDvtdList[t].copy()\n",
    "df = pd.DataFrame( {\"HDsnapPop\":origHDPop,\"HDTLno\":HDNo,\"countyNo\":countyNo,\n",
    "                    \"HDtractPop\":HDtractPop,\"centroid x\":HDCPx,\"centroid y\":HDCPy,\"HDtractList\":origHDVL} ) \n",
    "\n",
    "outname = STATE+str(nDistricts)+\"origHDbg\"+date+\".csv\"\n",
    "outpath = \"state_HD_output/\"+outname\n",
    "df.to_csv(outpath)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d3174230-49e9-4c2e-8509-e3d1a9ab4937",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "raw",
   "id": "cf944957-e3b4-450d-9c24-9b730ed3cd97",
   "metadata": {},
   "source": [
    "our big COIs are: (for legislative, 615 COI's):\n",
    "12 is a school district that forms a whole legislative district w pop 124514.0\n",
    "508 is a school district that forms a whole legislative district w pop 120161.0\n",
    "the big school districts are [0, 27, 40, 70, 78, 136, 160, 294, 332] . Their size vs. district Pop are...\n",
    "0 843859.0 7.08\n",
    "27 187883.0 1.576\n",
    "40 372518.0 3.126\n",
    "70 1287365.0 10.801\n",
    "78 517661.0 4.343\n",
    "136 134306.0 1.127\n",
    "160 143308.0 1.202\n",
    "294 170260.0 1.429\n",
    "332 1175959.0 9.867\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 304,
   "id": "70175a15-86cf-43ae-acd7-de69f70a5229",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "working on muni no 0\n",
      "working on muni no 100\n",
      "working on muni no 200\n",
      "working on muni no 300\n",
      "working on muni no 400\n",
      "working on muni no 500\n",
      "working on muni no 600\n",
      "working on muni no 700\n",
      "working on muni no 800\n",
      "working on muni no 900\n",
      "working on muni no 1000\n",
      "working on muni no 1100\n",
      "working on muni no 1200\n",
      "working on muni no 1300\n",
      "working on muni no 1400\n",
      "working on muni no 1500\n",
      "working on muni no 1600\n",
      "working on muni no 1700\n",
      "working on muni no 1800\n",
      "all done finding each muni's neighbors. Now I check for unneighbored munis\n"
     ]
    }
   ],
   "source": [
    "# develop the neighbor list for each muni\n",
    "# cannot use county neighbors for COIs, as they often straddle counties\n",
    "#neighborCountyList = [list()]*nCounties  \n",
    "#for c in range(nCounties):\n",
    "#    neighborCountyList[c] = list()\n",
    "#for c in range(nCounties):\n",
    "#    for cc in range(c+1,nCounties):\n",
    "#        if countyGeom[c].intersects(countyGeom[cc]) :\n",
    "#            neighborCountyList[c].append(cc)\n",
    "#            neighborCountyList[cc].append(c)\n",
    "#print(\"done with county neighbors\")\n",
    "neighborList = [list()]*nMunis  #this loop takes about a minute\n",
    "for m in range(nMunis):\n",
    "    neighborList[m] = list()\n",
    "for m in range(nMunis):\n",
    "    if m%100 == 0:\n",
    "        print(\"working on muni no\",m)\n",
    "    for mm in range(m+1,nMunis):\n",
    "        if muniGeom[m].intersects(muniGeom[mm]) and m !=mm:\n",
    "            neighborList[m].append(mm)\n",
    "            neighborList[mm].append(m)\n",
    "print(\"all done finding each muni's neighbors. Now I check for unneighbored munis\")\n",
    "for m in range(nMunis):\n",
    "    if neighborList[m] == list():\n",
    "        print(m,\"with population\",muniPop[m],\"has no neighbors!\")\n",
    "        plotPoly(muniGeom[m])\n",
    "        plotCenter(m,muniGeom[m])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 305,
   "id": "db5cc840-84d2-4eb9-9f2f-74f6c0ef3f03",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "looking for munis / COIs with one neighbor\n"
     ]
    },
    {
     "data": {
      "image/png": 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4KxQU7piqNC2ZmZkCEJ07dxarVq0SXbt2Ffb29sLBwUG0bt1axMXFiWXLlgmdTifc3NwEYHnpAMS4ceNEfn6+cPCvIbRBIVVrbLz9hMfiX62EF6/Nh8VTY8YKV+/qouZb64Sbt59FeCkuTrYSXLKzw4QQwiK8mM1mcehymhjywxHh3mOckDQ2IjU9s9JjLyoqEuPGjbMIZ7179xbXrl2zqhMQECCmTJliWd6zZ0+lxzFixIh7/dfcMYrwoggvCn+BXr16CZVKJWxsbMTkyZPFqVOnREhIiFCpVOLHH3+01Csb5F599VXh5uYmbErfxhYsWCAOHz4s1Gq1qFGjhmUQVKlUlgHC3t5e9OrVS2g0GjF8+HCh0+lEu3btRLVq1cSECRNEgwYNZPWzu5PQ2GsswoHP4z6WNrSeWtH4ncbil19+EcXFxUIIIeLj48VDDz1kEZr8/PzE3Llzrd5AbyW8LI1catnXustV17sRvUkvNkdvFoN/H2zZNmhpkHhxx4viUMIhYTab/8rfoaBwR9ysaSm7zidNmiQA8e233wp3d3fx4v+GiFWLPxTR0dFi06ZNIiUlRSQnJ1vuZ0C888474qWXXhKAsLGxEatXrxZIknB64z2Bra3w/OiL8ge+SiVQqYTb/BXC86fN8v39zHNCsrUTgPCoXVeMnb9FBEzaJNy8q1uEFyGEyM+/LGJivhH5+ZetjqVIbxTdvtwrAiZtEgGTNok6kzeLmVsv/I1n88GgCC+K8KLwF5gxY4YARHBwsBBCiPDwcOHl5SV69Ogh2rRpI4QQwmQyWQa7hIQEodFoRLt27URAQIAYOHCgWL9+vQBE8+bNBSDq1KkjwsPDLW923bp1E0II4ebmJhYuXCiaNm0q3n77bREQECAaNm4oqjeoXv5GZ6sSnVd3FovPLhYhD4WIsWPHilWbVwmnYCfhEOggioqKhBBCmM1m0bdvX9GzZ09x8OBBERYWJl566SVRvXp1kZiYKIS49dz279G/WwSPhWcW3vV5M5vNIiw5TIzfPd7KLqb/+v5ibdRaUWwsvus2FRT+DDde540aNZKFCA8PodWohI+Pj+jdu7fYu/FDS/2ZM2daaR9OnTol+vTpY7FDK/tI9g7CYdRLAhvb8nJJEp27dBGdj12wCC9usxeJh3/7Qwxb8Yvo0au38KrVSNR8c20F4aUySgwmMfDbwxbB5d11Z0R8VuF9PFv/HP7M81txlVZQKGXSpEnMmDGD8PBwtFotJpOJ6dOn4+rqyscffwzAzJkzAXjooYeIjo7GaDTSrl07nn76af73v//Rv39/ACIiIrC1tUWj0dC8eXOaNGnCwYMHSU5O5qeVP1FQUEDbtm3Zvn07kZcjSUhOADuo+3FdGCf3x1Zjy7YB28jOyOa5sOcYNWIUn334GYXRhZjyTTw06iGChgaREpHC/k376f9zf+ZkzYEs4HHIWZ9Dj7d70GhgIwC+OPEFP2t+rnDcUZlRAAxrNIzngp676/MmSRItvFvQwrsF13Ovs/LiStZeXsuV7Ct8cPgDZp+azdMNnmZQg0F42HncdfsKCjeTl5fH+++/z7p160hNTSUkJISvv/7asn7t2rUWj7yMjAwaNWpEWloamzZt4tjRPfywoBlbt25lyZIlVu2+8847XLhwgbp165Kens5TTz3F1q1bCQoK4sSa5TiNeZ28r2fIlYXgs5kz6Z1XbNlesnegbr16LGlaC/3Avtg6OuMRdYS8YsNtj2nkkuMcj820LEenFlDd9b+bWPGvoggvCgqlrF69GqPRSIMGDfjll18IDw/ntddeIzQ0lICAAMLCwpg1axYA3bp1Y9GiReh0OqpXr06LkBacPBHGwgULeWX8OIxGIyUlJXhX8yUjIZ/CfHmAi4yM5PnnXuB/3aayZ04yh3afJEtKwWg04tXZi5DqIVzkIvXr1yclJQWdWsfVq3Jm2alTp/LRjI+YkziHqGlRnF9zHkOwgZK0EoQQXMy6iLpIbTkevdCTUpCCyJDdmq/nXScnI6fSY+9ZqycTWk5Autmn8y6p4VyDt1u9zdjgsayNWsvKiytJLkhmfsR8Fp5dSO86vRneaDh13er+pf0o/P/m+eefJzIykuXLl+Pn58eKFSvo1q0bAOlJlzhyfJ1V/cuXL9OlSxcSEhJISIjlySef5KknnsBgMNCgQQOioqIQQrB9+3a2b99Ot27dcHR0xN3dnbVr1/LSSy9hLsgnb86ncoMqFZjNtG7dGrMkWQK6ZI4ZyrbHesPm9XKBAGEy3Pa+MpkF55NyrcpOX1eCQ94KRXhR+NdhNpsxGs2UFJsoKTFiMJjR643oDWb0JfK3n58T3t6OlW5fZDLzS3ImaXojxWYzV1IPQtElNo+fgV+f9kT9uod+8+bi8nBTCpq2YPuOHTi9+T7TFy0lPT0dgE8//dTS3uuvv8Hkie8y9vFPychLxmg0opY0mIQRp+JA3v3f11y8cAkAlaTG37MeS3ZOp0XtTiRmxGJnb4+9qz39a/fn4lfy22KTJk1ITExk06ZNLF26FIAhQ4bQomkLAjcGkuycjFs1N1pdb8XgFwYzfNlwqm2oxsjXRmJja8PvP/3OxYyLfPrCp9RtXJcOdODFZi/ySNdHKpwPJ50Tzas1/8uCy40465wZGTSSoY2HsjNuJ8vOLSMyI5K1l9ey9vJa2vu1Z3jj4bTza3dP96vw36eoqIjffvuNDRs20KFDB0AW7Ff9tJTc3Fx2HzhO/fqP4ex8kZwcWVgPDvJnQH93NmzScO3aNerVq8fe3VtoYmPLU/368eFnnwHy2LJt2zYAfHx8kCSJ7t27c+LECXr06IGLiwu7du0Csxm0Op4Z8jRPvfwKB4+f4ItXxuL4/DhUIaHsP3SIWZ9/jtbGBrvaoXDql1sek1olsXX8I1xIysXFTsuAb4+gVu6LW6IILwoVMJvNGPRm9HoTBoMJvf6Gj8GE3mCWyw0mDGW/jWb0RrMsSBhLlw1mDCYzJWXrTKXfZoHeZEZvEhjMZvTmG7/lj14IDKUfvQCjEOgRGAH9HRyDFjgwvgM+vtYZVT+PSeLL2JSbatcHqT7pxV9S7NMSl4/6cH3hXGKW/Ihk74Dk4obGrwbr3vio4n7UOh5p0pfIa8eYv2UyemOpClkCJ1s3dp/5hSJ9Qfm5FSYuJ4YDEB6zHyHMFBbkQwH88OUPlnrr1slvjn369LGUfffdd5YB+/jR43zwwQeILEGfZn3YuX0n7777Lm8NeQuDwUCTJk3YuGEjPbuXJ2Br7NmYR/wrCi/3E61KS89aPXks8DHC08JZfn45u67t4lDiIQ4lHqKua12GNx5Or9q9sFHb/K19U/h3YjQaMZlM2NraAnDm0AoubSuisFCOdFtSApmZV6jpb8fZUuFFqExciPIhIyMGFxcXXF1duXw5ipe8vDmwfLlV+2vXrsXT05PExESMRiNnz55l8ODBXLhwwbojBj3xQkVBjVo4pWYAULT4G4qEYKiHM+2b1+WFwY+SWbiT3wqL2HQkklTH37Gzs8e3Zi0kSUIlgarsWyXRvo4n5tIAkCqVIrzcCkmI/0aozNzcXFxcXMjJycHZ2flBd8eCEAIhwGwyYzYJy0eYBSaTGWGWl/XFRq4l5WJWS7IAYDBRUioYGMoe/kYzepMJg0HIgoBJFggMJjMGo0BvNmM0yd8Gs8BQKhwYzKWCgFlgLP02CCzCgQF52YjAABgf9Em7S1TIUrgOCQ2Qh8AE/NSvGe3a1rCq67MnvMp2cmZ+gD7sGM5vvIcmsA6GyxfJnTUNu579cXphPCUnjpA9aSyXLl2ifv36XL+QSXCrxnRuOgC1Vs32sFXkF2WiVusAiXEdXmbIp4N4a8IEoiLjsNc64eHkw4CeLzJ1wbPUqh3IuchzlfZl1qxZdO7cGXd3d2rUqIG/vz/PPfcc06ZNs9QJCQmhZ8+efPLJJ7c9R5IksW7dOotNTlXs37+fzz//nLCwMJKSkipsk5+fz9tvv8369evJyMggMDCQV199lZdeesmqnSNHjvDuu+9y7NgxtFotwcHBbN26FTs7O+Lz4ll5QbaLKTQWAqCKUWHeYyYtKo2U5JQ76qvCf5PbXYNTp05l5syZ6PV6dDo1vr7VqVkzgH379gHQt3NzNu6JqNCuv78/KSkp9O7dmyNHjpCSnIyXWk2KyVShbhmurq4UFhai1WpRqVQUFBRgNpuRHBxx+/w7tA2bAGBKTiT9mV70qa9h4xA5kWJstplaX+dXaNOmRhA+z3xaobwMSQIhwNVeS/gH3e/onP3b+TPPb0XzcgeYTWZObI4lJ7UQk1EWOkwGMyajLJCYjKXLJoHZKJebjKXlRnN5govbYESw0LmEPNU/S56UkDUZ8kdCI0loJdBKElrphmWVhFZSoVGBTqVCp5LQqVVoy77VKnSa0t8aFTal3zqNWl7WqtBpS3/r1Og0KnQ6tfxbq0anU1uWbWw1aLXyt0ZjneWi87t/EGMyojdUPShVhtMrkyhYPJ/c2Z9gzsyQRxGTkcJVSylctRSXj2ZxpaCIOva2jBw5kh9//BGA347Mt2rnzQFPkmQULN67kG8emYtWqyU/vwAhzBRrc4gx7KKwsICQ4BDCT4czYMAAjhw5QlpamqWNN954Qz6Wzp3ZvXs3EyZMYMqUKTRv3pzg4GB+/PFHLl68yK+//mrZpmvXrjzxxBOMGydb/Obn53PlyhXL+piYGMLDw3F3d6dmzZqVnoOCggKaN2/OqFGjGDBgQIX1r7/+Onv27GHFihUEBgayfft2xo4di5+fH/369QNkweWxxx5j8uTJzJ07F51OR0REhCUPi7+TP5NaTZLtYi6vZeWFlUTlRVHoUojjQEeYe1d/m8J/jKNHj3Lx4kWKi2Ut5rFjx3B3d7cSaMooLjYTExNLTEyspaxMcFFJalRqFUajbCybmJiIt7crW7ZsoqTEgJNKRUkV7+5lKT7S09N59913Wbp0KZmZmbi6upKZmYmtWk3m2GH0XPU77o0aI3k4s3zKDQ/dBr0IlCSE6yYANvmO44DHYExCYC57oRUCc+l3bpGBA5flKemyLjWt7nJPzud/FUV4uQOSY3I5uSX2nrYpqSRUKgmVWv6UFBrRIFHLrCJHWy4YyALBTd+lAsGNv3WaUuFArUKrkUoFBRVatRqtRkKnVaEtFRLKBARdqYCg1arR6UrLbxAQtKUCg1ojVZoA7J+KTgWYoKQS4eWnZrVZnpjB1vSKhqsqewecxk3AadwESo4dpGj7JjAaKTmwC4Ceni7Usbe11O/UqTNDuowj9oysMr6ceIbfDn+DneYxWrn70WrQ/zicsYxfNvyESlJhEmaSEuJZvmwZW7du5bHHHiM2NpaNGzdWeSyvvvoqAK+99hrFxcW8/vrrZGZm0rx5c3bs2EGdOnUsdaOjoy02OQAnT56kc+fOluUygWjEiBEWO5qb6dmzJz179qx0HciCyYgRI+jUqRMAL7zwAt9//z0nT560CC+vv/46r776Km+//bZlu3r16lVoy0nnxIgmIxjaaCg7Q3fy0ZGPyNPnVblvhf8fNG3alMGDB9OiRQuLAF0mVDeuVcJnc5Pw8fFhxIgnKSxUExUVxR9//FGhnbq13Hi0Z2u++WYzOp0OvV5PcnIWdevW5c033+TLL77g8pUrjHzqKdZs2YKtrS2ZmZmo1WoCAgJIS0tDrVbz6aefWmzc2rZtS0JCAh988AGjR4/mkwb+BDerDWYTrC3dcchw6DdP/r3uJYj4id5NPOn9cLNbHrfRZKagxESJ0USJ0Yyf4ml0SxTh5Q4wGc0A2LvoaNmrFiq1hFqjKv2U/1ZVWC79rVahUktIpYKKSpKQbprPnPbyTtxNKka3qEGfZ5o8iMP8z6AtNXTT6ysKL108nOni4YzRLHjt4jV+Tancot+m9cPYtH4YgJQuIQAM9nW3quPi4swL7z9J4uVs1n15is0nl1LPLxhPZz8AikryWbNuJc4uzrzV63veWT6QTz//nElvvWUxUg0MDEQIwdatW3njjTf47bffaNKkCadPnyYkJMRqf2+//baVQHAzsbGxVsudOnW65wkUH374YTZu3Mhzzz2Hn58fe/fuJSoqyuKmmpqayrFjxxg6dCjt2rUjOjqahg0bMn36dB5++OFK29SoNHjaepKnz0NCmef//05lArS/vz+1aqq5ntgO2IFKpcLWthparQmz2YRWq0UIwTfffIPKtJOk9LqYTDqys7MBaNTIh4iIayxevJiRI0dy4cIFxowZg7OzM5KTE1qtlvXr19OhQwemTZuGr68vr732WoW+HTlyBKh4r6FSQ812cO0wnFkDPT8DnT0I+dmBpOZ2aNQqXOxVyDpuhduhCC93QNmDxtZBS1CH6vdlH6bSMdts/mdNGf0b0ZVqifQGc5V1NCqJeY0DmNc4AKNZsDo5k7DcAlJKjGhVUN/eluM5BRzNKaiyjb179+Ll5YWrqyvBzVpw7voxvpg2D+Lk9dEp5zCajHz99dfkHJQFH1sbB4KCgjh8+DA9evQAICUlhdGjR7N+/Xrs7e3v0Vm4P8yZM4fRo0fj7++PRqNBpVKxcOFCi2Byo1v3F198QXBwMMuWLaNr165ERkZWqoExmA1MPzYdgAH1B3CWs3/fASn847kWF8uOHXMxGm0AOU5QcnIyH374IQBqtRo7OzuKiop4681X0eoc8Pe/RHBwMxwdEgCIjs5EpVKxcuVK+vbty/r169FqtRgMBry9vTGZTHz55ZdIkvTn78Fn18PHXmAqgZI8WXiRSjXW4u6msBVuz79nLuABUuaxJu6jYCFK91FSrFzkfxVdqVarsmmjytCoJIb6eTCrYU1WNq/N0qa1eaeOH+tb1CO5c3Cl2/Ts2ZOVK1eye/duvvzySw4e3o8Qgr79y72D9pz9BZVKxbBhwyxlJrMJb29vkpOTAdmge+TIkYwZM4bQ0NA/ecR/H3PmzOHo0aNs3LiRsLAwvvzyS8aOHcvOnTsB2VMN4MUXX2TUqFGEhITw1Vdf0aBBAxYvXgzI3iLvvfcetWrVws7OjuoB1Tn842FctC6MDxkPwKpVq2jYsCEODg64ubnRrVs3jh079mAOWuG+s3//fvr06YOfnx+SJLF+/XrLurhr18nJ8WXLlrN8+eWXAOh0OuztdaXhVswUFBTQvlUtHJ3cyc3N5cyZMyxbtoL53+4BZPsvs9lMTEwMHh4evPfeexgMBsu0UH5+Phs2bMDT05PCwsI/dxAam3Jh5U4NHRX+NIrwcgeUaV7uh1/W5l8v8PHEPXgZ5L/CqFz0fxk7tXwui+/SYPduGDx4ML169SIoKIg+ffrIb2sCZoxfCMCZ2MMkZsQCEp99VB7V1qwyIYSwXFNz584lNzeXyZMn37e+3iuKiop45513mDVrFn369KFZs2aMGzeOwYMH88UXXwDg6+sLQOPGja22bdSoEdeuXQPkKMXfffcd8+bN48CpA7g86UL61nTqn6+Pq60rAH5+fsybN4+zZ89y8OBBAgMD6d69u5VRs8J/hzKblnnzZFsRIQRLF46xrD906BBHjhzh8ccfB8DLyxMXFw+ys3NJSEhACMG1hHQaN25Mx44dAdBqNNSpUwdnZ2e6d+/O2LFj8fDwYOfOnZbfQgg6dOhg0bZoNJq/GHeodNsj38ifiJ8oPaC/0KZCZSjTRneARfNyHy7A8D2JuJnKb5b6jZXw6X8V21Lvo6KSv0eLdeDAAaKjo3Fz9CItNx6AqITT5BVlA4LJU8s1L2+9Mh47OzvatWsHwO7duzl69Cg2NtYxTv6JWhiDwYDBYKhgvK1Wqy0al8DAQPz8/Lh06ZJVnaioKIsdw5EjR+jXrx+9evVi4v6J2LawpXqL6ujjyiP4dOjQwRIxFWTX8UWLFnHmzBm6du16vw5R4W9i6tSplmmfMry9vUlOuA7Ato2fEn5evn8PHz4MQIMGdWnUSE510apVG9atXWvlVht7LRsHp2TLvWMWgtjYGJo08OOrr76iSZMmREZG0qRJE+Li4li+fDlt2rTBZJJtZgBycnLw9vb+8wemc4CSXDg8x7pcdXubF4W7QxFe7oAy49r7MW0kIQCJHDtoEupNaLsat91G4daU/UtFd6F50RvN6DQqrmcWcvRqBkLAgIf8Ud9BoKhFixbRvHlzzp+7gLO9LHx2DxlC3SZBLPrlY7o91Zs6QQ359oPPGDtxLN/M/MYivMyZM8eSNwlkd84ePXqwevVqnnrqqTs/6HvE7dyrO3bsyIQJE7CzsyMgQI6tsWzZMkvaBEmSbuvW/fDDD8sPLmc4HnyckuslFEQV0KR3E8JPnZL3e3QT4V7OuPvVxuf8Qn74aQsuLs40b978bz8nCveHJk2ayNONQpBx7Rw//bycjI9qAbBpezx5ebLnWdMm3pyJTObixctERkYCkJWVhVanwa+aN61ateK3335j1NDHqdekGpGRsmu0yWTCzc2NJweFkpIiB6YsewFt27YtOTk5pKamotPpMJXGeiksLKR58+acOXPmzx1Ur1kQtRWQyqeQ7Fyh2dN/rj2FqrmHiSEfKPczq3TS1Wwx78Vd4sd3Dt3ztj8au0PMe3GXmPfiLjHrxZ1i+ks7xEfjdoqPX98lZr69V3zzyWHx0w+nxY7fo0Racv49338Z+/btE7179xa+vr4VMhDr9XoxceJEERQUJOzt7YWvr68YPny4SEhIsNSJiYmxysJ642fNmjWWepcuXRJ9+/YVHh4ewsnJSbRr107s3r37nh1HWFiCJSvrtPlH72ib1NxiyzZlnxqv/yImf/uLWLVqleU43nzzTbFlyxZx/vx58eabb4rDhw+LM2fOCBsbG1G7dm1RvXp1EXc5SXy4f5ols7JTiJOQtJJQOagEIDQeGhHQMEAYjUYhhBBNmzYVDRs2FB4eHgIQv/76qwAs+501a5Z48sknRc2aNYWtra3w9PQUffv2FRcuXLA6988995wIDAwUtra2onbt2uKDDz4QJSUld33+9uzZU+l/OGLECCGEEElJSWLkyJHCz89P2NraigYNGogvv/xSmM1mIYQQ/X5+S4Qsekw0GdJRuHl5Cnt7e9G2bVtx4MAByz7MZrNwdnaW21bLGbqff/75SverUSEkEH5Okjj+y9d3fTwK/0ymTJkimjdvLkROohBzWggxxdnyqWoc0Wq1omnTppbflGZ3d3V1FXZ2dmLHjh0iJiZGjB49uso2WrZsKY4dOyauXLlSfg3e9FmwYIH48MMPhaOjowgICBBffvmlyMvLE0IIkZGRIU6fPi02b95suU9Pnz4tkpKSHuwJ/ZejZJW+T5TbvNx7zUuNxm4UnJVjjuiQ0JklMAMGoNCEyCoiM66ITDKJ2HyNFz5tj5OL7S3b/DPcKjhZYWEhp06d4v3336d58+ZkZWXx2muv0bdvX06ePCkfR40aVsGjAH744Qc+++wzK7fHXr16Ub9+fXbv3o2dnR2zZ8+md+/eREdH4+Pj86f7H3M1i0nLT3G8qDzDa7tGXne0rYNNRZWuPvkyM756x6rsyy+/5Msvv2To0KGkpaWxbNkyMjPSMZkFTTxMvPNYHUxHP0VkHmdBjuAhUyLfNXRiXoqR6+klFAHeZol5vW24MLMlKmHmevR56nvZ8PQjHkxdn8Hly5cBePpp+U2tLDbLY489xr59+8jMzGTq1Kl0796dmJgY1Go1Fy9exGw28/3335O7/0OyrsYy+cvpxO+cx8SePpiRMKPCJEmYJRUmSY2x5XBadxtf4bhv517t4+NTIRPvjVwp3o6kNiP1gOo9fBBmHRpVHdbnn8U+0ZcWfnVYvXo1ajs1/s/4413bmxc8X2DyW2+ztJ8tI4J1lrYK9IKkfEF6oZkFYQYGTfiKYx2exsvrzv5XhX82ly9fxq9WPWzMhbSuruaTrrbUdqvaDNNgMHD27FnLb5DH5MLCQjQaDX379sVoNGJvX3V8FA8PD/r06UN+fj61atXC2dmZyMhIDIYiiouNBAT4M3r0aEv9/Px83nzzTa5c2UfvR2qSWvIQo0aNsqwvu0+nTJnC1KlT/8rpULhLlPQAd0DatTzWfHICRzcbRsxof0/bhtIbMEdPwrUc4uNySU3JJzOjmPw8PSWFRiSDwM0gC1D1evrTrU/d+xo07k5CyZ84cYJWrVoRFxdXZbTWkJAQWrRowaJFiwBIT0+nWrVq7N+/n0cekXPs5OXl4ezszM6dO+/alqFHjx4cPHCQwqJCQELl4Ipnz/HY1QlliK8bM8ZXnfTv8ccfZ/PmzZblwLfLfxdEHSFrx7eYCrPALOjfv78l19CNpIZvw2v94Dvur/RhLusG29G/YcU4DmWhxE+fPk1wcPAt2zlz5gzNmzfnypUrVkHqEuPP4rdQdln+/FAJ357Uc3W8U6Vt5GOH49TkO+77nRK0tDmSZMaDUDJMUaC2zpSrMXlzccJR3B53xqObBx+3/5h+dfvx8ftvs+Lbz7k4rvJkmnjUpd6cXJ577rl/hXGzwq3ZunUrhYd+oH7GDlIKBB/vL+FiuplzYx3w/DyfgQMHEhUVRUREBJIkIYSgU6dOFmNckHN9OTg4MOyZ+jRqMoLJkydTt25dnhnQjude+ohJkyZZ8h8BeHlFM3asdR6j47vmseWAHNjxww8/ZPDgwTRs2BAAJ6c08vKqWepqNMV0CHGgQ6/37+ep+X+Jkh7gfnGfXaUlScLB1Yb6rl7Ub1b5W+VnL+3CQUhc3hrPmfBU3ppSecCvv4ucnBwkScLV1bXS9WFhYYSHh/PNN99Yyjw8PGjUqBHLli2jRYsW2NjY8P333+Pt7c1DDz10x/tOTMhl2orT7D5wFLt67fGs0wrMRjJ3fEfabx+xYeMJHusu20ZERFjnOJk9ezZLlixhwoQJVuVPOp5jbb4cHFCUFKBxtcGltQeZu9MxFFUe9dWYnwlAIXbYU1RpnTMOzcizc0eo1MA6zru3wN0/AFQay8fr2mFsib2jYy8oKGDJkiXUqlWLGjWs7aPyC+VIvyYkIp2C0bnHcLjB00hmk/wRZqS8FFql7cGRImKuHKJW3XsvjAPM6/Ehjar5s/XyKdZe2MnZrGMUqa5iVKdgKCkGlTMU1WLb0eoUZ10jT9JhtnGiShdTJ1+EyKGkpOS+9Ffh76Vnz54I6SDS0d00Bdr6q6kzJ58fI2SNSlRUFPHx8Tz99NO4uLiwdOlSDhw4QI0aNWjY0AcH+wRycrIJDQ1FUocSHX2axx9/hPnzl+PuLrs6t2pYQEZxLAnJsjCSn1/RGaJMcKkMWXARuLomYTDYUlDgzvELKXTodc9Ph8KfQBFe7oCyt/cHGT/O3s8OEuQpEbskPR+/ugsBqHQqXn6nNa7u9hhKjMz76DDF+UY5M6lWxXOvPYRvjXunifp6SRi/XUzg9LK38GzciZ6fHkYgEICvTsuPbzyCk7MNixYtolGjRhbDVJDP444dO+jXrx9OTk6oVCq8vb3Ztm1blUJQZfy6/Qpbs/Kp/qrshlhXo+GxAA8av9CXXr3aExtzCK2uBQDNmlmH5N66dStubm6W8PZlPK/ZRpAmjAS1jlVPRuE7SB7osneno4o9gKEwF629fB5N+mKE2WRxfyzUuKB7K5q02R3wLS43dk20a0izCQfKd/KyROPub9HhJo3Wka8exTc99pbHPH/+fCZOnEhBQQENGzZkx44d6HQ6qzpFJbKQFZUJ63dd4Msvv6TdkOet6hyc/4Tld+baidSaeOiW+717SqdYEajVKno3DKV3Q9n741pWBssjtvNNyIekbYzDpK/D765n2LDrF1J/20GtrnX4pu84QjX+rJ80nn7VM/B1VJHh14X5+92Ij49n4MCB97i/Cn83Zr2J4ouZ5F15Cq2hCK36MGYRQw0XG3bFNgIOcObMGfr1a4ePjw/166XxzICWLFt9mH17NjJm9K/M+3YxDvY6QkLqA2Aw2GFrWw1JkrhyRR4nD4Rfxs5OjaNTNHp9HQwGWxo28CG4uT8dOzUAQK8PIDMz09I3B00cycmu2NnZUb9uOs42RrKKdZSUyK7UBQVulJSUVPAOVPj7UYSXO8Ay8/AAZ9jGvd+O9T+dI2G/bDXvpi/tlF6w8/donhrRlIO7YtFlGJEfaRLoBds3XmHEyy3uWT+WXEggav0MTMKM26MvkWAu9+hJKi4hLCKJ1qHe/PTTT7z/vrV6VQjB2LFj8fLy4sCBA9jZ2bFw4UJ69+7NiRMnLDFCbofeJLvlPuJox8xRofhVl4WKXbvkHET+/v6VbhcZGUlycjJjx461Kk/Yv5zGxWE01oARNRPjTWgFGCRwANSYMHzWAO3UJNLO7sL5t6exQY+fpQUJja0DPhNPEPPzW9S6LE+TORUnYDYZUalvd5uVX1dnlj1PyS5HSp3QMKs0eHR7i6FDh/Loo4+SlJTEF198waBBgzh06BC2trbk5qUSsWk6DS6tJzHPTJ+VhQwcOIrnn7cWXNKTL/Fw6m4AUiQ3iht2455T2m9RiQalppsH73YawqtbevPee++x5rdfSUn7FslZg3snd3S9NXx39gfMejMpGYXMO6miOLcYT4/jtGrZigMHDtCkiZI649+IMJhI++k8+gvZlrI8qYjVNs7AY0THR3MycQUgC/tCCNavP8SIEXV5aewKxrwkiLgYSmRkJF0e7U3r1q3Zu+8w1VwFZ47/hDAZ+XrBDoQQnCr1WJv9tZzvqF+/fgQHg8FgS3JKMcmpjqSkypGeExNjLQlWARavPAoc5Ym+3fjqqx3MmfM/MjPLNZwqlQljSTY2Nn/BnVrhnqAIL3eAxWC36mjzfwt9Bjdku42ajLQiQJATng3ApZOpfHxmD8Jgxv2m3DAm85/vtEFvwmwu1auYobhET8z6TzFmJ/P1zBU0b1hTTjApwRvrz5JgljNo//rrrxQWFvLss89atbd79242bdpEVlaWZV5z/vz57Nixgx9//PGWeXtu5NdoOVCZh60Wv+rORF/JICWtgEGDnsbZ2Zknnnii0u0mTpyIJElMnz7dUqbPz8IQucGyrMFErqoaec2fx+7sCuAcAPbIquiCS3upht6q3XzXxngCkkpFraGzyLn2HEUpV3Go2ZySoiKrfD1Gg/W2ACZteTjyZoUXCc6zNiA+vWUqLpOO4uLiQr169WjTpg1ubm6s+mkZrVIWUKskjkcoITHPTOcfC6lXtzo//PBDhf3oi/Itvz3fj8YTGLxpMAn5CQyqP4ghDYdQzb5ahe3+DLfSUjo5OfH1119b8iE1nDMMrUsEmqIgOtfx5UjiEVQvl9t0aSQN7l7uRNpF4p7tTm2X2n8xkJjC7ejRowfbt28nODiY06dPA1R5zj/77DPLNOyLL77Ipk2bSE5Oxmw2o9FoCAkJYfuyjVaCy7Td3+DVwJ9cdwPR0dHs3bsXCVn2XbduHbNnzyY9PZ2RI0cSExPDvn37OH/+PLNnz+all14iOjqalStX8vjjj1OvxYucP3+eq9c3Ub+OHxPfbAeSCjMSKem1MBpt8HC/hk5TzMxP5CB3gigAfL2hbesh+Do70Xfo9xWOTQj5OvTwuIajLh9fd38cnBXB5Z+AIrzcAZb0FA/YtlmtVtNzQEPL8gdv7Ma7EFwNEhhKX3mBPC0YVAL3EulPR6leteUSrx0tNywVJiNpGz7FmJWI95AZtG1Rh+Dm5d5BthvPQamgtGjRIvr27Uu1atYPwrKw2zcbG6tUKkuQs9tx7VoOyaVSZJ7exO69MTy37TyJi17GkJXJiNcqDkBl7Nq1i6CgIFxdXUk7uwvDlsn4FV1C69CU2Gpdccw6j6cxCXdTGrkFGehM1nmNEj5ri41JtrlItGuAqfsXbP76MwxxGmp8Pg2P6jVwr14Dn7r1UVULYvGENzDeZKOxec7nNPB0pWnn7payek/O5MDi14E/iHBuTpG7MwJwyYmliSkRramiwCOEIObCPkY6yIPwhVxbeqzIJ7h1R9Zt3FGpQbfZbATAiAq1pKLIWMT5jPMALDi7gCXnljCo/iD+1/R/eNn/WY+eO/fMOxh7jo8OzkPrItslednUZVanaRhMBk6nnmbpxqWsXbiWjCsZhGeHs/uV3Tg/5Ex1x+o8Uv0Rrqy5wuEth4m/Ho9Op+Ohhx5i+vTptG7dGoDMzEymTJnC9u3buX79Op6envTv359p06bh4uJSZb/279/P559/TlhYGElJSbc1Xv+v8eOPP7J7924rY1fA4k24detWvvjiCxITE8nJybHyTnR1dSU7O5u33nqL0NBQvvvuOyIiIjDrre/vpLw01q7fQVZhDjobHfb29jz33HPMnTsXkNNDTJ48maFDh5KZmUlAQADTp09nzBg56q5Op2PXrl18/fXX5OfnU6NGDTo+HMrwAW1wcXYAlRqVSs2W/ZEYjTbYaItw0ArUKhVGk9ky1e1k48ATzy6u8lyYTPIY6GSTz8gX1gBQUlLC1cit2Nm7EdioY5XbKtxf/pLwMmPGDN555x3Gjx/P7NmzAVi7di3ff/89YWFhZGRk3JH3xNKlS63cz8ooKiqqcAM9CMo1L/8sx6xnX2jGjk3RCGN5vyQV9Otei9+WyBqDqoSXc/lF/JyUgY1KRWMHW3o46qyCk52MuYreYI/KzhG1owdp62egT4nG66kP8Ebg5FhCcnIy7u7uVrYXCfGx7N+/ny1btlTYZ9u2bXFzc2PEiBF88MEH2NnZsWDBAmJiYujV686s4Pz9nWis1XLeYECrlrialEvi4nEYMq7j9fR0il1rVdjGZCjhk3GD0ev1jAmG+C864pcfgar05FQvOEti67m4tPyR69/2o0ZuGKIoC7vXTsKH1ShWO8j1Cs+Xt6l1IjfXQEERQCHRJ48RfbJi7p0Sg5H0/HIhKDOvgH1/bMOlTkNq1qxJZmYmSakl2Ld4FfgD24dexa5BA3x8fIjaMomrEWtZeDGZ4T3CqFatGgkJCcycORM7OztahdaDC8hTRRsdqRvUhJGheo5OboSt0HPNpwVPvLnWsu8bL4Wb36IbuTfiQuYFfrr4E2ui1vBE3ScYGzwWTzvPO/pfbubzI4s5m7sFSdggVEUgyYKTyuSOEGaEJrvCNtXdZA2UVq2llW8r9ubsxSnbiSKKyCUX91R3VCoVCfkJrLq0iuzCbGw72hJ8KZiIkxHs27eP9u3bc+LECUJCQkhMTCQ+Pp569eqRmppKamoqixcvJjo62srTbPr06WzevJnw8HB0Oh0///xzlWED/uskJyczevRopk+fzieffGK1LioqimnTprF7927MZjM6nY66detSu3ZtS51t27ZRvXp1vvvuO8xmM7Vq1SIjI4MMTR52QGxWAh/vmc+J+DPoTQZ61uvAsAFDyPQ30q9fP4vw4uPjw3fffUfr1q1JTExk1apVVs+RGjVqsG/fPsvytMlP8+MvJ/h5zUaKiop48cUXS0MvyPduYkqDKo/Z8deJPPrUZxXKt65+ndxcWYiPTWzMRx+9hxASQsiaUUky8Wibk7Tr8eZdnWOFe8OfFl5OnDjBDz/8UMEgsqCggPbt2zNw4EArf/nb4ezsXCGk+D9BcAHKvY0ebC8qULehJ3UbVv5wEaXTHSlpBRzcFQtC4O5pR+NgWVvSKyyK4huEsS+KUxn+eA/LcvROedqhc9f+zJ41g+afyw/mpCWvkgTUlccY9uzZY2X8umXLL1SvXp3u3cs1C2V4enqybds23n33Xbp06YLBYKBJkyZs2LDhjiOnqlQqetT24PylZK7nFbNyfH8M6XF4DfwQu5pNOVpYzKKfz+DpYku7ltUxxWxHteN9fvzlPPZaGFs7DvLltM+Jdg1wLk7AUeTjt/sV2P0KZbPbap/G2Dh7gKTCtn4Xsoa/S/be+Xhd34YDBRid/MlNSy3/L1q2ITMhnszEeKv+ZgkVX+04aFneGHGBjREXOJmcydKlS9m4cWOVcSO61ARbDZyKzefnxx8nKysLb29vOnTowOHDh0mP3QjAr9E6oqOvEh19lT17btx7HOKGcdVUqnmpjB97/khEWgTfhn/LqdRT/BL1C5uvbmZU0Cja+rVFb9JTZCyiyFiEVqWlhlMN6rlVzBBdxtn89aACcdMUm1mdWWn9QO2jTO34glVZ06ZNGTx4MC1atGDAgAF0DehK0xZNmXNqDnqzHrs6dlz98CqdnuvEvK/moVKpCA4OJjo6mpCQEIKCgvDx8eH333/nl19+wcPDg+HDh7N161Yro0u9Xs/AgQNp27YtixYtomfPnlaxif4/0b59e4KCgpg4caKV8BIYGEhcXJxVXb1ebxGCq5pSunLlCl5eXji5uzAl7QsWL12CWQg87FzpWrclecX5zFgyi1Px5ypoCydOnIifn18Fj8HKSEyLpUaNmjRu3ITff/8dOViWGXnwlvum0ZRgY1OApDKjVhnIyZFt7HIKUitts7gkByjX0JnN1o9LIdQkJN6+bwr3hz8lvOTn5zN06FAWLFhgFdocYPjw4QDExsbeVZuSJP2lIGX3k/uZmPG+UTqWOKebiPjlqqX4Qvt0BgwPshJcABq3b2+l6n/0vT+4bDTyTo/GNGtW646nzEa/MIGVK76pcn1oaCh//PHHXRxIRWw08pvP9u9fwJh+Dbeuo6nm4E5mSgwAU47korF3pvWBjay2mUZ8rpnoLEGfloHENhyEMJtQOXri9+jLxK96k+ZvLMTLQeLI83KMkSS9I3uua7FdvRohBPHx8Ww/GY1n4FACRnxPRtQRatZrzfHpUyx9unLiaKV99dGp+GKQtVapQdtH6P3aJABGjhzJyJEjK912/+KR+Dmp+HZEbZq8c7rC+rTSZ8mQEEdeXZ/B2WOraLr1Ras6+74fjCqwBdrIrXgVlmaypvIHTRvfNrTxbcPJ5JN8efJLIjMi+Sb8G74Jr/z/3NB/A7VdaluVeaqaky5OozZ5YqKAzt5DCXTzIq0kHp1KRyO3EOy1WlLyCsjV5zE0uAM+jq6VPvzKhIiUAtlIfdXFVfxxUr52HLWOqHeo6denHwvmLECv1zNnzhxcXFwswnROTg6LFi1i+fLlljxJI0eOZMKECezdu5cePWRhvSzHztKlSys9zv8vvPrqqyQkJBAWFlZh3YkTJ/jqq684dOgQq1atws9PNlfv3LkzIE8pDRo0yGKIbzAYMBqNaLVasrKyCAsL49ylC5gRHNt5kJSoRF798E3q+tQi4upFdu/ebZXLauvWrWzfvp3ffvuNrVu33rbvHdvVxtu/Pnr9VX7/HcaMGWvR1Cz5YRBxiY1xdk7l1VcXWbaZOfN1iopcUEmVx8x64tnF1Nj7HblZ8Wh0dmg0tmi19tjYOrFl/2mKi52q3Fbh/vOnhJeXX36ZXr160a1btwrCy58lPz+fgIAATCYTwcHBTJs2jZCQkCrrl5SUWMV8yM3NrbLuX+Wf4G10t9Rq6EpiRJblMWUv5F9J13OtBBGtJNHO1ZEmjtZRKVWlB/1XDH7vFx1DPFl/bA9x6XKW4qxdC8i6Yb1Ds0fx7DmetmpZ+/T2Ttl1ct6v+yoE1Ks16gfSX1sFWneKXz+BxtaBK8dOMvKGYFgnT560xJvIzs7Go3EHABq270j8BTnXiod/ebuSJFkuGkkusCxrtFqadi3XcN0Rpf9XetZ1rp/ZispQjMbZm6LE86X7kNerNRWD33VM2gZJ26zKStBRsWY5oT6hrOy1kq0xW5kfPp+s4iw87WUNX0xOjKXegjMLmPHIDKtt945YisFoRKv56+Z013OvMz9iPtti5P6XGEuo7lidYY2G0a9OP/xe9COoXxAajcaSXG/69Ol4esp9DQsLw2AwWLSAGRkZzJ07Fy8vLw4fPmwRXhTg2LFjzJs3j59//rnSsAXXrl1j8eLFnDp1ysorsEEDeTrGy8vLEm3by8uLxMRE7O3tqV+/PpGRkezdu5dJkybxxBNP0LR9C0K7tKXQw8zQoUNRqVQcPHjQIrxkZ2fz3nvvsX79eku258qIPb+bX7eso6TEHiECgHID2xsRouxetB6/y4R46RYCSGinMexa+w4nLyVgMNhgNmswmdSE+QRzIrARRlS8vPO0fI+aBFKxibF2at7vcedxqxT+HHc9wqxatYpTp05x4sSJe9aJhg0bsnTpUpo2bUpubi5ff/017du3JyIignr1KldNz5gxo0JW0vuGJav0/dtFenw+8RczEaLU2FGAyWgmK7mQJo/4Ub2+2121N2yMtXv09Lf24JovuJ5YwJyPD2Px6xEA+Xy7MVk2YSs9Rv88cEdDRmQ2x4vKH1g3n4SypUYFKnzMGnZvjuHkrutIgIubLaPGtUCt+esZVS+fi+HnbxdhMhTinB3Fo8Cjg3rh9NAAXphYPu0ye3EYs6NkDUNzKVo+9hd6sWLc+irbzsmxFnwf6dDhjjRNzR/tSfNH79/0gkO6bIxbw5BC+CctaKa/iucNA/DNTsMqdUWRJF1ywVPkWJWdbT2etrfZt0pS0at2L3rV7oUQwqIZafpjU0udTVc3MaXtFGw11tO7lQkuFzMvci33Gp52nlSzq4aHnQf22ooPJpPZxJn0M6y9vJZNVzdhvGGqq1tAN1Y8sQK1Sk1ycjL5+fmsXbuWiRMn0rBhQ+bOncvEiROpV68e/fv3Jzk5GZ1Oh5ubG7m5ufTq1YvGjRtjMBhITr730YX/jRRkZ7Hy3TdYtfsAQgiefvppy9QlQHh4OJIk8dlnn5GamkrNmjWtjOvfeustvv76a44ePUpRkRyo8aGHHiI+Pp4+ffqwZs0aJEni8OHDTJw4EQcHByZNmsQnn3xCamoqarUag8FglVpkzpw5jBkzhtDQ0Ftq8E8cW0p+vrXmT6crrFDPcitLN41dZlloMRhvHfgwOiWG3Fxrm5kjdZreVEsCDQgbNSuis1Bi8N5/7kp4uX79OuPHj2f79u331B6lTZs2tGnTxrLcvn17WrRowdy5c5kzZ06l20yePNmS9wVkzcvNEUfvFfczt5EQAn2RkdUfH6+yzuUTKbw0vzOqO8hwXBUqteyIWNOohoTbRyltUXppZF3I4cSFnNvUhkaoATWUCMiRo2SWpBjYs/Uq3fpUbRtxp2xYuQ6HtPAK5TlZGVbLucXyvgPUasxqOTS+Y9aFv7z/B4FHsRz905lCgvWyIJaPHQXY4EAJGowUo+Oy38N4AiqV/J8VoUP/6mnsHdzwtHFAry8k7KdXMGjtaPnENNra350gfOOUjlpSYxJybJ+xzcdWEFzKSClI4WDCQQ4lHuJo0lHy9BWjFDtoHfC086Sua116Zj+M/UUzDoU2rPLYylY3OXheO792vBryKkEEEegSiFolC8JlD9D+/ftbbDOeffZZHB0dmTJlipV3UF5eHo899hiOjo6sW7eOPn36/L92tRZmM7npqeRnZrL6w7cRZjMP1w2kprsrAA3atqdh+04MGzYMN083mj7XlJWOK+k2pxuzOs1i5MiRhIWF4eLiwpgxYxg1apTl/7CzsyM7OxtnZ2eWLl1Kfn4+mzdvxs3NjWrVqvHLL7/w0ksvMWfOHIQQBAUFodPpUKvLX3CKioruKAWEGXmfkmSidWPZKL5mwwl89NEv1sdb+n2z5qUMXRXXcGXUrn6B6h51+K50WZ1YwFgvO/JKDPyIGuGg+cfZRv5XuSvhJSwsjNTUVKtQ7iaTif379zNv3jxKSkqsLsI/i0qlomXLlpYkdZVhY2Pzt0U5tAx093AGZf+qKC4cTsRoMFtZAgc29cDGQYskQVxkBkV58sM4IyGfajXkh/GMGTNYu3YtFy9exM7Ojnbt2jFz5kyLChfkuf0bgy8B1PBtxJih31g0Sev/mEV0XJjsFqy1I6B6E3p0eBEvT3kKxF6nJqi+J2p1uVr1zIUTrNq8iKiYc2RkpzHt9Xk80rIbaWkFxCTnWeJ7qLKN2AuJ/Nx7E87dZNSjAXLsq+Nd7yGyIndiZyrEbLI2QlWrJBwoYoztXrqaZENZD1MyhRkJ2HtUvyd9+bvI7PYOgdvl5Innbeqi6TqJeqFP4XiDYaMtWLQoGq08CKsQRERerdLd12Aw8N5777Fp8yYuXL6A2l7N8zue5/PPPrfYMoCcpPFGjw4A9zbu+I3xY+uTW/F3koMB5upzuZx1mStZV9ixZwebl2wm/XI6xmwjNV+pifNDckwfCQl/J3/Si9IpMhZRYCigwFBAXG4co6N64GKSbY6eTx2AczNfejXqQ3Pv4Erdvj09PdFoNDRu3NiqXKvVWiKm+vj4oNfr6dKlCw4ODmzcuBFbW1tSU1OtIj//f2PDl9MreMa52NvS1L7U5vB6NG2rPYxW6MkT6cQHykboSSThaV9iifui0+nw8fGhQYMG6PV6NBoNNWrUYM+ePXTo0IHff/+dw4cPA/DBBx8A0L17d/z9/TEYDNSvX5+tW7fi7+9Phw4dCA8PB+DSpUsVxvbQ0FCGDh1qNaaJ0pAJDg5ZPDZwHhGHfuTobtmTIPJYuXeSRXiRbhYr5IFQq771c0SnLg/EWWRU0/XJT2D7KdCqqFNSwruPyik2lq0+gnBQoo/8XdzVme7ataslq2cZo0aNomHDhkyaNOmeCC4gayPCw8Np2vRm1dyDwRLn5U9se3ZvPKmxN0xLSGAyCi6fSKliZxKGEhNmk6BaTSeunZMHYllzIrNv3z5efvllWrZsidFo5N1336V79+6cP38eBwcHS73HHnvMKgOwTqfD3d3dsuxZ9zING06wuOxOnTqV33a8Z8lWXBlFW6/SRbTnrRavMGDAAII6VKdj/4puiNPH7cK+aueWu0bKl8+XvQpefucFPnkjBRKOUZiXyR/r9gMqTGbBjgtn+dT8M4+ooigNNcw1l9b4u/77Aku1aDeShFqt0Odl0Lj+I5Zys8lI/JyeOObL03lSqUbQXcgnXI2JCTsmkGWbRY1na5A0M4nPT3zOz5qfUUtqDIUGDm4/SGCvQOq61cUh1cj5lTt5rGlTNnbvIac+MAuKz51jcGAgrzdoKMfwEWaS866TstHE8w7/Q6VSU2wsJq0ozdK3vCt5mHxM+LX249q8a7TyacVFLgLgbOPMlie3yIlIjYXE5sTy9GZ5iiJXW2ARXuzNtjx/qhc5m9LYkbUU+xDZXTUlJYXw8HDc3d3x8PDA29ubgwcPEhcXR0ZGBvPnzyc3N9cimNSvXx9JkkhNTWX37t3k5uZy+fJlzp49y4wZ5bY6Xbt25YknnsDRUd5/fn6+VdiAmJgYy36rSkL6byLp8qVbrtepjPjsfB7MRqSbbEi+G92+0phMOp2O5s2bExsbixCCffv2sX//frRaLW3btqVVq1aArAU7duwYfn5+bNq0iQMHDpCWlsbs2bMt4TaEEJhMJvr27cvLL79Mjx49WL16tSV+D4DRaGT12jPsPbSV/Px8PvlkBc2bh1i8Xw+Fp/Nbny6s32TlfsfyFZc4evRo6X7kMVWtLQ/1cO7cOT744APCwsKIi4vjq6++okurvsQmytdDQXGpIF5kRGh1mG94KpjdZSGo0OZWFmUK94q7El6cnJwICgqyKnNwcMDDw8NSnpmZybVr10hMTASwuD/7+PhYvImeffZZqlevbhlAPvzwQ9q0aUO9evXIzc1lzpw5FZL6/RO422mj4nwD+1dF3bLO8I/bYuek44fx8htu7JmKicJUagkH5/K3g23brA0wlyxZgpeXF2FhYXTo0MFSbmNjc0sPrhdeKHdNDQwM5OOPP7YMQDdmK76Ru3UjvVfKKnWGrIXT5icAWELuO2eeJ3JVefyVPkAULsSktaBrGxf8+79DzcBmFdr7t1DdtzHclDUhO/okNXOqnmbMxInCuoXY1LWhsDQycHxePLkZ5UK052ue5JOPf7aOd49rybA1M/haHNHHj+OnlQdfc0EBOpMJ5xvsDpyRqJ8tWJmUQKZzuUDt6+BLXde61AuqRyP3RrTxbYPbPDeGNh5KccNiTqWconNN2TNFkiQ0Kg2brm4CoKZTTfTuAhLLj8GYXsSx6xGM+HUSLJXLlixZwpIlS3jqqadYvnw5/v7+/PHHH9StWxd3d3e8vWUBtWzK4cqVKwghuHbtGnXr1rU6RzdqKaOiooiMjMTPzw+TycSqVauswjyUTU+PGDHiP+GR1HbAEHYt/rbK9W462XYl+21nrmo1HE/PJF2tZkhqNqPijWjVEgaTIC0tzXJ+a9asybvvvsuAAQPQarWYzWZMJhN6vZ7U1FSuXbuGq6srISEh2Nvbk5KSgp2d7CRgZ2fH2rVreeyxxyx96Nu3L6dPn6Z3794APPXUUyxatIjnnnuOhIQE6tSpU6rpV+Hm5k7jxo05cOAAp0/LnlLffbeIMoXda690Qq17CA+PWF58UQ4B8cMPP7BgwSoSE1PQ6/VkZX2Aq6srhYWF1K5dm4EDB/L6668D0CCkP2z/AgC1qlQLU/ooMIobph818g5Nbkreo7+De67julXciqlTpwKy5fqNquDs7GxeeOEFkpOTcXFxISQkhP3791uk9QeNZdroLlUvN+Z3adPfOqS5EALvWi44e8o3sIOLjoIcPXVaVMO/gZscdl+tQqWWcPdzwNaxamk+J0e2SblRqwKwd+9evLy8cHV1pWPHjkyfPh0vr8ojp94qW/Gf4VYWBUIIzCbzXRny5qsdcDQVYEK+btp16cyuny6iMxVha6popKeSBG7dXsPlXyy4VIW4MZ/UY4sAyeLhVGgsJtPHlyX2jggEJmGiLW15sfmLPNz1YczCjFmYeabdM6QkyNqsG99Nl9Wvx7wJE8gvKSH+2WcJy8hgeVYWOq2Wds2a8XluLg4qNV89/h0vPPsaYYflh0UkkexgB4MHD+b1Va9b9ffphk/zdMOnrcqmHZnGhmg5LcPIoJGYcyUr4QXATlu5LYKDgwO2trYcPXqUxYsXM2PGDOLj4/H19WXt2rU8/LCccb1Tp04UFRUxYcIEfvrpJ4qKiujatSvz58+3usa7du3K99+XR2YuE1xujmH0X8HWyalCmauPL5IkYevkTIg23PLWUdtgpLZBTiuxO8HI71Emq+3eeOMNIiIiWLp0KV27dgXkaUmVSkXNmjVxcXEhOTmZ3NxcBg0aRG5uLjk5OZjNZry8vOjUqRNHjx6ld+/eZGZmWtKGdO7cmXfeeYeVK1cyb948QE5D8MQTT9C+fXtKSkoIDg5m3pfvcGjfr5y7FMt+k4mcnHLbqjIFUZG+AT7ujri42FnGyKgzu6hTpx516tS35EQDaNmyJS1btgQoT1ei0uLsnEJurje2utIUG6UvsmXxQWftCbe0oc6uGBFb4d4jiQcd8/4ekZubi4uLCzk5OZYb4F5RlK9n8Vuy/YRPbRck6UanG/lH8tXyt1qvACeEALPJTEaCbEj24pyOaHRVP6wXTzxIUa7eso9uoxrjUs2uyvqWvQtBv379yMrK4sCB8gzGq1evxtHRkYCAAGJiYnj//fcxGo2EhYVZzSffnK1406ZNVWpdbkaSJD5/73uc8xpg0ptRqctN4mqroL5tqYAqlX9JgKq0oPCJ2tRvLduhnNkVQ1pUJmp7LTUaeBDQzAuNfbnA9sKLH9Ag+xTnnJuxeMEnnF3/Axe2/UpyjhqDufy82mkM1K7rQ9sxH+HiG3BHx3G/EWYz1/+Yizn2MNq86+h6fEi15o/+6fYyLh7CY9XjFGKP/dSk29aXJIlvPlvMo50fR5IkVCqJhCMH0S/4DG1eOgQG8nzMVS5fvWp5YI8ePZoNGzYwadIkgoKC+PXXX1m4cCENdDasq12bhuci6dylC/Xr1+ejjz6y7MvOzs4Sel+SpEpD6++P38/Lu162LIcPD2fBZ5/SO7sDt8L/00duuV7hzji0ZiVHf/sZAJ2dHQPf/wSfOrJRvRCCmLWjuBq9DQGEFJfgWSoFbI820mNFIZfWfUb9/hMq/L8//PADY8eOpWffnqz7dR0alYa0tDS8vLyYPXs2r732WqX9+f333+nTpw+jR48mKSnJYqc1a9YsZs2aZZW0NSAggISEBIxGI76+vuzdu5f69esTERFB9+7dmT17NtevH2XSpDnY2NhQUlKCVqvFycmJJo1cGDawBXMXHufatRwKCgrQ6bQUFRVz/vx5GjVqZNWvwMBAXnvtNfxcwjgfJ4+JWm0Rdna5LKn1FGmuHqjy9QiDQJRqW6R8A9uCa9K8xr9vmvpB8mee34p10R2gtVGjtVVjKDaRfPX2njepcdaeFbaOWiublcrwDnAi9qzsOZN8NYe0a3l3JLyMGzeOM2fOcPDgQavywYMHW34HBQURGhpKQEAAmzdv5sknn7Ssu1W24srISSsicn8CJoM8oEUdT6Z5LVklb74h8J2foxrNbTw6roUl49fQgz++OkHrYrDojS7kkLz+KlmYMQAm4CWn1hRqq2OftY8Vz/cgJU9LmVGLjcqIj6sZ/xZtaTFsAjo7x9uet7+D9HN7yd83D6eMCGqabojiue4pYg/JwovQ2OHx+Ls4+zesopWqEQj2LL+AKPNwN4vS30JOIioEJUWyHUz4zuuI6HM3bO2CTfBbdBKbeDM9jey8PGrVqkXH0vg2R44c4ZVXXuHNN+UQvd27dWP/jh1ciovjfFERDUv/W3t7+7sKLpmvz7cSXAKdA9kSs4VVnlvJUGfRx6cX/rbV0dVwRGWrofhSFoakAtwG1r/r86NQOW2fepqG7Tpg7+KCnVP5g6LYWMwzm4dwOf8KeMt5yaobjGyLl1Vi3etoEPpC0JaPS7vjdrNu6zqKjEV0a90NjY2G4xzHrbkbRXFFlmuja9euCCE4e/YszZo148qVK9SpU4eCggLee+891Go10dHRtG3b1pKW4b333kOlUlGrlpzyw9PTk4KCAjp1eISdu/eQkpJiNf33xhtvMGTIEL76ai8g2+GUlJQghCAnJ4cTYbmcv5hNSMhDtG4dgKOjI9evH2ft2iOMGDGC48ePV8hrdfbsWdzblGtSDAY7DAY7XEsKScMDs2O5vQyAY0q+Irj8TSjCyx2g0aoZNLklGQmlKkOLJkGy/E66kk1JkRHvQGccXG2QVJIcmwwJD39HVOqqAyEBPP5SM3IziljxvmxM5lu36sRxZbzyyits3LiR/fv34+/vf8u6vr6+BAQEVPDgcnFxqZCteN26dQwZMqTSdk5ti+X8oYpv+yHdaxLUodSbR4KiXdcwnLrhgd2vFpK7HcV5Jdj8Krv9NrxWyMUZx2hdOhV0VSV7XnkIcEGFGzecM40zODYm35hNZJasYXKzKabNkBE06DoIte6fMc8ct/4TRPIZHNLPUM2YQFnyBgMatJRbMAem7rD8jtmqwnn0j9wp+uLSdgSV/hdVUb2+KwlR2ZblavY5jNu6j5iUFEpKShiq0ZD6xRd4T5hA+1atWLd8OY8np+AUEcHha3Fcvx6PGojTlw/mK1euZMWKFXh7e9OzZ0+mTJmCUyXTEmU4aB3wsPUgoziDF5u9yP+a/o+1l9eSoc1hldcfvDv8C6v69sF/NkGkQlWoVGo8/K2nhs3CzLAtw7icfcWqPEFb+ojQOcHo3VaCC8CG6A04u8oC0JmrZygpLCFtcxreA7zxesqL+O9lT6XTMacJCgqiYcOGBAQEMHDgQC5dukRhYSHVqlXDZDKh0Wj4+OOPycqSQ05KkoTRaKS4WA4yOWnSJN577z327ZftA1XCTO/OLdl6MJw6deowe/ZsGjRoQEKC7OTg7OxMXl4ewcFNadGiJTt3ruPq1TRcXV1pHZqPTp1LUJ0OrF17hJMnT2IwGCgoKKiQ1+qpIfPZ/Mvr6G9IkKq6XkDttLpk2wnikLVWziqJ1QND/9qfo3DHKMLLHeLqbY+rd9XRHmsHV6ty3Z0gqSSL/QtUnSsEZNXuK6+8wrp169i7d6/lzeRWZGRkcP36davomFW1XVJStXuzrZOu0vKgDtWt+u80sD7Gjv5k/hKFIT4fuyu5eAyXBazfN0UTIo9H+KAiFzMFLarRYZDs9mrQm0i7novI1yNMZkqKjEibT6Ize1LLqQBtgB+otTQfNA6PwEYV+vKgiP12EIEp5akPTKhIdArBXL8nbiG9Mdg5k7rtC0RJHkgq7JOO4q2PQ7pFzqGbyUtLI3vzJ/gCJdjQul/t0gC+siAtISGpyq8fSQV8Dx2erk/Pbl78OOU6Bp0TJpORj7Z+R3pmHsM8azLz2kX629uTuWgxRRERjD11iikpKYTO/wYNcnsve3gwOyOdwE6dkCSJoUOHUqtWLXx8fIiMjGTy5MlERESwY8eOKvsvSRLeDt5kFGfQrFoz7DR22Gvk+6qD/62njRTuPUazkQsZF9Cb9VzKKvdC6hHYgz9i5Wv5xyc+Z0TQKLghCGJ2cXbFxkoVry4tXHj7rbf59dNfiTfE49DYgVemv0KUexTjgsexes1q/ve//1FYWGixfXR2drZcs88//zwAs2bNolOnTsTFxdG9e3d+/vlnTCYT9bwduJCQx4hgDQs7XOJVt1YcTzBiY2PD+++/j1ZTmvm91GkkMEDg6+vLc8914L33fuPKlSt8/tFsAht1ZONGOT9Yq1at0Gq1lTok2Dt6MHDUMquyr74aQ62MJOpUv8Dw0WP+zKmvwG9LR1JoKMLRxpHadTogSWqKCjO4HHuYYqP8niwk0EiCh9s8R91mj922zf8yivDyD6LMHsFsFphNVZsivfzyy/z0009s2LABJycnS7RQFxcX7OzsyM/PZ+rUqQwYMABfX19iY2N555138PT05IknngDg6tWrrF69mu7du1fIVvz4449b9lXmRjpu3DgAmnSuRmpBLHGRsldURl4y8elXOHnAiS5PtLQ6Fq23A86dapCx4gJFlzJJ+uwECEGorQ3GkkKk0uyszuhxOnOWvNZ2OAXUImX9T6hPC8AOSaixRYNAfpu38fCiy9vlNhb/BOLWTUN7aSOBxeWeZddC38ej5QBqeFsLloFDv7L8jv1uCCTHIUofCqmXzpC1+hXqmSNAQIrkCwgkIUoDbAk8yKCRJBtNXq8xitCegZX2qczdt+wqSstO4lz8dQrTLqDyfYiFOz7kekYsY3p+wq8HZvNI06ZIhUXohYCTYcxLS2VfURFTe/WmWdcubDt7lq+XLqVu3br0Wy4P5KNHj7a6PurVq0doaCg///yzxX6gMjdjF52sVTySeASzMHM6VY4bUmioaHitcP/ILs5m1B+juHKTtgVge+x2y+8vwudiY+PMjrgd6E16XG1dORBfbl/XPaA7X3T8guvZ16kzoQ7je47nypIrxB6JZffu3bw+43XOnTjH+ivrWX9lPQDSWxKNChshjIIAz/r8MfR3rqbJ0+17SrOLvviidZ6uU6dOodVoqGFTyAVAWxq0s5FLMb8dTUKj0ZCVlUVoaAAJiTkW79Ayl+gSvQcgB8Gb9c1KFi15nMJC+Zr76aef7vLs3VtT0a2rX+dsbKBlOeLqDVHNqfiCVnJwmSK8POgO/Je4eb70ZmPFygLHtW7d2hJ3IDY2lrHfdgFg3PdW1VizZg0DBw4E4NtvZTfHmz0hlixZwsiRI1Gr1Zw9e5Zly5aRnZ2Nr68vnTt3ZvXq1RaVvq2tLQcOHGD27NkVshXf6JEUHR1Nenq5+/ap06foP6w8gdraI3JfEuyG0+UJ67cTAK2vg/zKYBSYMost5RI3Gi/bIhn9yNy5Daf/vQSnAjFVaKl0O59/hj3LjbicXYSruTy7UmKXudTs8OztNyxTQ6tlbVbK1q9pag6XyyTwLXO/uUkJlyucuOI9nJD/TaEqTpw4QZcuXSzLZe6+zw5/ljef7cb4BXLwsE9/ld3lo1KgI7C6T18eHjSQpaXxm+YcOUz+ju3UqFGDRo0a4e3tbRUD6Mbro0WLFqjVap555pkK+73RzdjV1hWAFRdWsOLCCkvdQqMivPydRGZEWgku3vbepBSm4GXvRSP3RuyLLw9QOP3Y9ErbaOvXlg/bfYgkSdR0q0loaChLflxCYUEhm3ZsonXT1lQvqo5HMw+qeVWzCKoAanv5OroScw6EIFnryo+HYynIzQagWy01LzwewtmLV5i2Sy4L9TaRLntys+SMoFOgnqMpGej1evLy8tBoNPTo8RhHjsyz7KeosJjY2Fh27dqFWq3Gzs6GSZOnMO7VtxgyZAinTp1izJgx/PHHHxgMBs6fLw+9kJGRQXh4OI6Ojlbu9mUB7+6VCCNntpaFehubfEpKysY5gb19NvZ2OfJ0fJEzBQXuGM3Ko1s5A/eQyuZLb6aywHFl1KhRg8/+9xtGvZkBE1vg7GnPDz/8wGeffWalygwICOB///ufVSwKR0dHS5AtOzu722Zu9vPzY8uWLbc9pptzi3Tq1AkhBBG7rnPwF9l+ptfYZgQ286xka9B42OEzsSWmXL08rVGqGk5bNoJqJTEk+HRBmxAMpkDI0JN+4rDV9mbH89h3D0FSgdbFBed6/zyPk2KtK5TIwkvSY4vxbfXEHW0nmQ2W38biAlT6ypOLJuFHbsibqDUq1A5u1GzXixa6yqfvQJ76M0RXY96Luypd36RNC4QQZCTmM7zvyxy+uIn07BQ0pTmJcnNzMRqNFa67F198kZiYGKu2brw+zp07h8lkYt++fVbxhm5mWKNh5JTkUGgoxGg2ojfrSS9K59GAP++BpXD3tPCyzn+2c+BOy++YnBj2xe9Dp9KhN5fbepiKTehTypdb27Tmxx0/EmuIpVHdRhSoC7h29Roej3nw5uY36bmxJxs3bmT79u106dKFrSe38tJbL6Gtp8W7tjfR4dGkbkgFNXj1dmDKxnMYSw3/H6+noZXmIp7VzUxDDqPyeXc7Oi6VhVyjyczTvxUDseh0OpydncnNzWXq1HLBBWDLtguo1Rdp3rwmOp0Hrs75qNVqCgsLyc+X7Rh37NjBsmXLaN68uVVC4A0bNrBhwwY6duzI3r17LeWSJDssmO+Vs25pM46O6bz11rwqqy347mkKCtyrXP//CUV4uYfcSQC3WwWOU6vVuDl7UlJopJqnN24+Dqxbt47BgwdbBJMynJyc7srL415TkC3PK3sFOBHQ1OOWdTVutmjcrL2XJE0COsNVVDWeQaSakEygzmxB8W/WOhfhYMLzHxLvpyqMWhcoNRMqjliL1KZywfVmpFLNS6241fDp6gqJFstINNTi2B916PB0/XKj6FuQEpPL5ZOysbSdkxYwUZhbjCTJAs/RRwbQ/Iu3MPoHcfTSNtoF9bQILiDbH3Ts2JEJEyZgZ2dHQEAA+/btY9myZcyaNQuQNS4rV67k8ccfx9PTk/Pnz/Pmm28SEhJC+/btb9m/ZtWa8f2j39+yjsL956uwr6yWZx6fSVu/tnTw70Atl1qcHSFHU98704eVLo64mcxkZ9ZkwZRyjUyZZs21vSv+o/2JPCRnWc/YlsGhbYc4hJyjasH+BYS7hNOnWh8c0hy4eOAi0SIaSSWh89VRY0wNbGtcIP9KBti7QUEWH+wtYfKuEnyd5BceBy20r6nh+952PP97ESazGXdbeHdAMG+sOG0JcloZJpOgT5+RrFu3jg6d+vPdd99VSOw7cuRIlixZYpluqsrVX14n1ykyalm37H9YonpZpqoEQrJepryW5XdZeY7ebNWuwu1RhJd7xPXzmaTH51tlZo4+lUqYbawlJkx6fD77ju7G3dUTRwcnWgS1ZsywN3Bz9bRsU1IoG2+azYKwsLAqIw3PnDmTadOmUaNGDQYOHMiECROstDj3myYdqnNmTzypcXkkRefgV9f1rrYXlpwLJqR6DkhncwG1JU29rKYpxKF18D3s9f3B+envyF78OK7mTGolbSL2myeRhFkeuIQJSn9LCEx2HvgNmYONsweiZlvM2UdR3UL5bBIqEkuCEGbBvp8ukXg5G8QNQ2BpFnIhQJS6SidejkdfsBsbOyMayURanKwtsXEZjaRyIrz5K+T8Fsc53UWy8lPp2LxXhf2uWrWKyZMnM3ToUDIzMwkICGD69OmMGSMbJ+p0Onbt2sXXX39Nfn4+NWrUoFevXkyZMuWepQlRuL+cSD5htbziwgrWXFrDkWeOoFPrSC9Kp9hYzFw3F6JsSscWxwyClgZV0prMzetmdZpFamEqnx7/lHPnzrGUpSzYupYxewdW2NZUbEJXvB+dVy2KY7IIfLgfc+seprZ9EV8d0XPoupHwZBO+pc5sqwbY0cBThU/zQC5fvszVq1f5Ye57JKSrKS4u5ssvPsdoMlsEkKSkJKZNm8bDDz/M6NGjGTVqFFevXuWDDz4gKSmJc+fO3XG+PFWp3VlKaj1SUm9T+S4o0+jczNSpUysIW+NeWW45tqlTp7Jq1SquX7+O2Wy2pHBo27Yt33zzDU2aNCE5OZkJEybwxx9/kJmZWWpjqaJJkya88847PPXUUxX2u3PnTgYMGGARCqsS5h4EivByhwizsAgWN1OYq2fjnPAK5ZeOJWObetWy7EUjhj3SAncnbzJyk9h0cinPnRjMxAHfolVbCx4arZpFixbRqFGjCknkxo8fT4sWLXBzc+P48eNMnjyZmJgYFi5c+NcP9A6xddBgY6+hMFdPwqWsuxZeLAgz/kMrDmT/Jpz9GxHb4GlcL8wHIDCt8ukaALLh2sFQaj7+OgFPTkHfYzxmgx6q8C4TaKh+LJdra2X38ipzYt2AsTgSs/4iRXoouiEskU9JOCl28rRbTKEP9oUw78VdOHtWjOnj4+NjNb15MzVq1KiQtPGfRk5eEtFnNmLIT8Gcl4JUlIWmKAuDiz9tBy/AaCzh3HePUivrMiUqHRphRCNMFKltkJ7fSTWvv54N/Z/Moh6L+D36d4zCiN6kZ8HZBZYpvP3x+8vtXGzKxyatSouPgw+danRCLamRJAm1pMbD1oMcfQ5mYWbx2cUYS/NsTTsyjYbu1jGMTieXxxsqMbQCVICEa3wuJ75YZFkXuXsDnXfDIwEawhKNDGuqJeT7Asv6p3+TjV8Gtz3F0ZmP0r9/f3S6S0BjHBxUjBgxjEWLl3HmzBkCAgJ46623qFevHufPn6dr164UFBQgSRKhoaHs27cPGxubO85r5eMMhUVZmM3qUi+/stcJwQ0RNLjRKsZaq1L621JXIElm/FysNUd71n9Adm4Cn3+2vOIfCBYHjPJ9SAghcHNzIy8vj6NHjxIUFET79u0xmUyYTCYCAwPx8fEhKSmJ9PR0Tp8+bbGnHDx4MKtWrbK0N3fuXKpVq1alRutBoggvd4AwC9bMOEH69fzb1m3QpnQq53vwb+BGw1Bf+eKUoHH7Z8Di0gqP9unI0+O7kud4mY6tusvbSXI6AK2D4KeffuL999+vsI+ynBsAzZo1w83NjaeeeoqZM2fi4XHrKZx7xfqvTlNYGhHYrgr36VtTpnm5h6m6HyB+vSYSK0mIgnTZP7mSj1v0OlzNmVbHrHNwvW3bTTs5Y+eoQ190g/Aslcs7kiSVxxWSJC4ducDVkxXbaTiyHY1EbRJiCsjPKkalVpGZVEDd0P9eUK3CwmwcvmxMi8qyayVC+LG22Dn60Dw9Qi67IcWEk6mIk+tfpdoLW/+m3j4YPOw8GBk00rK8+epmruVdIyoriog0+bxoVBq0Ki1+Dn4s7LEQT7vKbdtuxM3GjZknZgKQVZLFkaQjVuu9Hd0sv3sFj+XnPDVtXBxYNaoOttPkB+fYGQtYOGs6hqxELpt8+fyVUMY+8QjfN38anHyY8+4YPp/3AykFgiOxhTz7vzG8//77rFgyHABX12QmfPM9dvbOfP3113z66ad07dqVHTt2WKWGCAwMpGvXrlSvLk/Hnjx5ks6dO1vWV5XX6qkR5b+rIi8vj/fff59169aRmppKSEgIX3/9tSX9QEpKCpMmTWL79u1kZ2fToUMH5s6da9l+6+rXeWnSOuLi4qzabdCgAQ+392bR4v1MnDiR119/nTlz5jBjxgxcXFwYNWoUe/fu5fTp04wbN45FixZRXFzMqVOn+O6773jjjTf49ttv+eqrr8jKymLIkCGsXLmSPn36WKXJ2Lp1K1FRUWzcuJEmTaqa1H5wKMLLHaAvNt6Z4NLah24j5VgljIJmXWrQtf+t4pA0JHB2ADqfQjoMsc7MvHz5cgoLC3n22dt7rbRp0waQE9HdKLyYTGauncukKFePocSERqeifisftDZ/Xa2vLy63TTl3IIHzBxPlGDE5aTiUXKW9+w/oVEWlbr6l87kIEGYkwEuUvkH9N7JToHN0I3DQJ7esk/zJbtBnIt0U6Ot2aHVqGrW7dXyeG0mKqhgQMaBZCP6Nm+Lq7VOlbc1/idTUCwSWXndGVBhUGgySBudSIUV9fBGZ3tZZ648FdiMkbi86YcQjJ65Cmw8Ks9GISnP/h+qHqz/MTxd/4vW9r2MuFbAntZxUIS/V7RjUYBB6s97KpqZbzW7sub4HkzDxXeRnlvKd50ZSDfjmiV3Y3hDI84s3R7Elx8+y/BnQq1EnApwcAHh1+ne8Ov27Cvs2muU2VJIJW1tb5s6dayUQ3ExVDgn3gueff57IyEiWL1+On58fK1asoFu3bpw/fx4/Pz/69++PVqtlw4YNODs7M2vWLMt6BwcHHBxlQbFFixbY2Nhw4sQJbG11pKQksGWLHJyyTZs2+Pj4UFhYSM2aNbl27RqDBw9mwYIFADzyyCNcvXoVJycnIiIimDdvHq1atWLVqlUUFBSgUqkIDQ1l5cqVNG3a1JLaIyUlhdGjR7N+/Xrs7auOb/YgUYSXO+EGlf4LX3fEnJ5CdNduuD/7LLahD6F2dELlYI9dg9p31eytAsctWrSIvn37Uq3a7YPfnT4tux/e2E7s2XQO/nKZnNQiq7pmk6Bpp1tH470T/Oq4kJsmt20t2NmRRxMKi3zxsT1223Z0vo3/cl/+LaiFrKlS3aXwcrd41gi0Wn5j1e+3DHr4X8TBvlxDkD8+Ele36tgBRR9Vw86sp2lGJGREWuok2njSeuRvRMx7hObpZ9DcReDA+8mxPz6i5ZEvLZMPORoHoj2DEGoNbp3eok69Lrfc/m54ot4TrLm0BmPpsWtUGhp73P39qVPreC7oOYKrBRORFkFH/47Udq3NuF3j2Be/j9TihArbvLBpKklFsXz68CxOx0BBScXzf+paFgEeDlXud9XioSSmyC+BapWhynp3Qp06dbh6tXzK383NjczMTMtyVfeTSqXCZDJRVFTEmjVrACwpN8rWf/vttzz77LMcPXqUyMhIOnfuTFpamqWOo6MjQgg69HoX7Wvz0Gq11KpVC39/fxrVz+OLr/aTnS2PuU8++SRt2rTh8uXLhIaGcu3aNdq2bYsQAjs7Ozp06MC2bduIi4vj0UcfJSIigrNnz1qml0DW5KtUKg4dOkReXh6Ojo6MHDmSMWPGEBoaWkHA+6egCC93wI2XqaSCq127IgFZy36EZeVxW4x162L6eJpl+cb5Und399sGjivjypUr7N+/v1JX5iNHjnD06FE6d+6Mi4sLJ06c4PXXX6dv377UrFmT7JRCDqy5zLVzGZUey8E1l4k5k07nYQ1xcq88f9Gd0GFIA+q29EaYyy3zJRXs/3YrOQY/kjwewe6RF5AkFajUSJIKSaVGAJJKjaRSYePuj6//PydC7v1GVeoarbKpegC+FzR/tCd+9RtyetvvtH5i8P87wQXA3qHcnTS/MB1XN3la4JJnEM1ST2OSVBgkNXqVlkwbNwofnYofYFLLBpt2xiLOR/yGpNIiSSpUag0qlQZJpaJ6zZbY2lSdAuFe4nl2zY1JMnA1FvBQsvxSkLbmHLx77zREDd0bsnfwXvL0eagkFY46R5x1fz7JbQvvFrTwLnfHfv2h161ixyx7bCXPbhsKwDXDAdDAm0cHkh/1PsJUfo8MbV2TXs18aVOr6inxqNMbuXS9/OXRyeavTUeXuVCXJQu8mZun8z///HOKi4staVWMxnLhq1mzZjRt2pSff/4Zs9nM119/bck917ZtW/Ly8tBqtfTq1YvNmzdbtevm7MG5c+FERoZjb+9MfHwdSkqsX0gzMzPJzs6mWbNm/PHHHxahxNnZGbPZjBACSZKIi4sjPz+ffv36ER0djaOjIxEREfTt25c1a9Zw6tQpnnzySfr06UNubi6TJ0/+S+fwfqNklb4D9MVGFry2H5CzQ+cs/5HUzz+vUO94SQkjY2MqlI8YMYJvv/2W/v37c/r0aavAcWUeQzfyzjvvsHz5cuLi4izhs8s4deoUY8eO5eLFi5SUlFCzZgCPdenL6GFjyU4wcHZfPGaTQKWWaN61BsUFBi5Ukf9m2LQ2uFS7tyrBX177ntTiegQ3j6H9S/+7p23/28n+KBBXcxYpvVfgHdrnQXfnP8vRjZMIPLcGnxL5TflonV60GX5nEVRPLuhFaMLB29Y7UaMjZrUWodKCSo1QqZEkDUKtAbUNtdqPwcfnr0/Q6T90RycqD9l41qMJTV85XOm6fyrnMs7x9KZbT0MZC2pTdO0F+gf7UdPDgXGd66LT3Do33JUz2/hp/QHMZjlatY9XFGPG3m3U3MqRJKmC5qWyOoDVlJMkSUiSRHx8PN7e3vz8888MHy7b5AQEBFhsWdRqNRlpyXw9Zw5Tpk6je/futG3blu++nU96Rjp+Pi482SeI+DRvdu3ahV5fiKenD9euXbPsy9vbmx9++IF+/frx7rvvMn36dDQaDRMnTiQyMhK1Ws26deto0aIFp06dIjIykiZNmtCtWzfq1q3Ljz/+SP369Tlz5gwdO3bkwIEDVi89JpN8DXbq1MkSAfleomSV/hsQgMf/nsN91Egyf1xG2pw5iCJZEm5lY3PL+dLbBY4r45NPPuGTTyq3n2jRooUlIi/AnhUXOX8wkX3Ly1WcNZt48Migerh621OYq8fB1YaTm2MrtJV8NfeeCy+W4E2mqmLk/v9FXeqBobL5Z84h/xe4NCuENrlXrco8Wz13x9vrQp7BkHgETRUCQ9lw3vL6rT2tDJErKX477i9raDSVGLSn6tyIa/sqLTu/8ZfafhA08WiCs86Z3CoCMgJoHK4S/sGjuNrfuSOAp28juoZGcPhcAgUF7n9rvJSPPpLTlTg4VNSoCiEsxsA3CgOPPNKS7OwscnJyMZlMuLqXmwccOHCAA/v38OSAx3B29mf//v0sWhHOuHHj0Gq1rFq1iob1gqyEl5o1a/Lyyy/j4+ODwVA+ZXb48GFOnz7Nq6++yrp16yyCQdlLsVqttrhV29vbo9VqGThwIPPmlQfKS0xMpEePHgAMHTr0r52se4givNwBVmr3Mg83lQqPUSNx6tyJ+FdeoeTyFVQPwLCpIKc8iWKt5p40bu9nFe3W3llHjYbulQovNvZ3//cLsyA9Ph+T0WxZLgvOJAQYhGzPYc5OIvHAShAmWaCTA5EgygZjs1wuIeQyYS6NWWIqNeIVUKryLENOPljmZlP+LUkq+akiqUqXJUu8mPJtVKXLqvJtpfK6chs3tQlW7ZaegbITYb1oechYCqy+hTBTXci5W1Tau5uuMxpLOLVvNuaSvBvaLdt/2bIJUVIAhnxUhkJUhmLUhmJUZiOSMKESZiRhRmU2yd/CRLHOCb9Biyq4BBuNJZz8eRS2uYkIlRqzpAaVCrNKg5BkLYNQaUo1DhqwfGQtBGotkkoLGi2SWkeDVv+zTNvcb9yKrd+OjwSPom2DblXUrkiz0KEQWvUAfWJhb2qlRCAhUJVev2XfZTmoHMwlaIWJmJgj1G/Y/Y72G315N/rictsxF89A/HybccU5kPq51tpcT3027vumYdw3zapcSBLh1dvT8vnf7/h4HwS/P/E7M47NYFvstgrr7DX2zOs6764El2/nDyUltewalqcLzeLWmpp7SVn8lZs1EitWrGDYsGGW5bLpGxcXW+rUaUJh4QbLOkmSLO7LRUVF1K9fn7p15Sm3Z4Z24IP3v+fwkc0YSjO6R5w8a9lWpVIRGBjIiRMneOGFF5g/fz46nQ69Xk98fDz29vaMHTuW6dOnc/36dfz9/Xn22Wdp164dO3bs4LnnnqO4uJjq1atz9OhRLl++zMsvvwzI02c3Ckl5eXmVuo4/CBTh5U64UXa5SbOiCwyk1rp1ZK9bh8b97w/bXCZYdR7WkMYP+1Vax8Wr3EA09PFAbB20OLjaULPJ3btVH1gdxdl9FQ3uypEvaI/cc/jtmnXX7f9/QGPvclf1o+Y9QqvsS7ev+Cc4uvVdqo1YY1V2eukA2tyQeO+vknd8PryffM/au5nilCS0HtXIy0vB1mSdEb1N+BLSHn6Vap53Z0xfFS2f33TL9UZjCXws5wazLc3hdDsi57QlKPO8VZkAjrebgFvpeBPjUB1HfQGehmxUiMoDGwpoknh7I/kHjbutO593/JwZj8wgMj0SkzBhr7GnoXvDP2WfZTRVFHQMxjsLNnczJSUl7PztTYr0eSBJqEtfYvQlBWxY+SJmkwGT2YRZmLHR2fPYk19aNBctW7bEXGxE6M1IOpVFcPH39ycgIIDDhw8jhCAnp4iMjAyrgHSjR7VCZ9/SovG4fFlOveLsfYkl9pFITioOHI5EGOT/PSXnumVbs9nMhg0bUKlULFmyBK1Wa9G+CCH45ptveOONN1Cr1RbhKD4+nrCwMNRqNbt378be3t5ib/PNN9+wZs0aunXrRt++fS0xYKDcddzGxgadTsdjjz3G3Llz8fYuD7eQlZXFq6++asnY3bdvX+bOnYurq+uf+k+qQhFe7oDb3U6SRoPbwL830Fr8pSxObokl/br8Nn+r6SoHFxvcfOzJSi7k8okUbOw1aG01uPnaY+eow8ZOg1p76zeVbd/9SMJRQbFtubStK5Et5OWXHIFWb0bowMEuBwddDOkaH2QHaVmbIco0JtwQYdeqvPy3uEGzUo4ojVRb+rvS5ZsCRsknx6pMskRBtt5WEje0U95T+bcQpX27kRtrlC+XH2PF8nyX+gT4350HR7WC8ge/Xiq/ZW/+x02SGpOkwiSpMEoajCo1JkmNkCTMqDBL8kdIEnXy5cEvJHYXRmMJGk35YO+QXx4yNNHGExVmWbsgzKhKNQwqzBZNg8qidcBKA6EWAg0mHE1F3A9MJSVcbt8SkS8P1GonQf1e1vuSgITovfdMeLkdRUU5lE0U2dhWLaR+98VzrF24ijOJelLyTKwbbEf/hlrZoL300+qwbFf34u9F/HDqAl999RVDh/Ul9ux6ECbSM3KY88MWjoddprCgkEbu8EYHGHbDfv6uB8mfQaPSEOwVfNfbndj9LXtOXsJgsAUEZnNFb02tpqTihnfAL8tGcCWhIWAdz8ZkVnH6csX9vBAgx/Vq3749OTviyNslayle3iBrY0JCQvjtt9+4cuUKEyZMICIiAiGwmpZxdXWlSZ3n+eiL16hX14vLV1IRQlBcfJWVO/Yimjlg38AeoszkZuXj41qDCb2G8emG70nLlzWNOp0OV1dXsrOzcXFxoVu3bnh5ebFp0yaGDBlC69atCQwMxNbW1uI4UrduXS5fvlwhX1lISAhz5szhtdde49NPP7U8WwoKCmjWrBnNmze3aJvef/99+vTpw9GjRy1TUc888wzx8fFs2yZr1l544QWGDx/O77/fW42gIrzcCTc9P/8JRO6NJ+FSeSZjB9dbv2nUDq5G2LY4ctLKB/dVHx0HwNZByzNTW98y2Fzi8SKKbetblkPCZ+OWfbnK+lf97ei68/5oC/7N3D7EV0Wia7Sj2lU5YNrFx2djOrEYrbEYSQj0OgeMDXuhvriFEt9mtO1/Z9qu8G86EZx2Ghth5Mja8bQdJMfMOLL+NUJz5AijUU61qP9m+J/oscyVSzup+7Oc5+nmWCUFBRmc3fcVDtG7cSnMILvrB/KUzW3Iy0slevlgVGYDepMHDvnl8/umPAkhKgYrDt76Ovl/TOaSV3OqPfYxNQPvX66s4huEF1uHqg0P3c5upJWXiTHNdQxYI9+TRxoPoe2g74ib2ZCAItnIfv1FA8cSTFQrvb+redamWqmty6OPPkpOjoat23Zx7fAMLm7cyohfcmny9mlLcsG/60Hyd3Ixei+Fhbf2UrRV/zlX6aJSUyeNpgSdrghheQMxY2ubhySZkSRBYaErAKlpcryqgwcPkvRZebqF1HzZ2/PChQs0bNgQd3d3BgwYQESEHPxvwIABREUd4ezZRLKzs5kycyJt6j5BwyaNmH3lXTQaNSOHT+LwS7Ec/+wkJcXFaNU6OgU9QdcGrgjDGaq72ZCWD02aNKF27dokJCQQFxeHre2dTUt/9tlntwz1P3fuXFq1asW1a9eoWbMmhw4dIjY2ltOnT1tsZ5YsWYK7uzu7d++mW7duXLhwgW3btnH06FFat24NwIIFC2jbti2XLl2iQYMGVe7vbvn7Jgb/xUiVBnt+wJSO0I3b+zJg4kMEBN16CqhV39o89XYofV8LpmYT9xuboLjAQGZiwS22LsfBEElQhwRsPhhA0VeTyXaq/BLSP9yi0nKFP4FrgOVns83jCEk9RVDmeZpkXSAk5SQt931Ii5QTtAlfJE9b3AHBL+8lVy1PJ9a7vJkjK4eT/bEfbcOXoBUmTEjkhNy9cd7+/fvp06cPfn5+1Gv4KOsvGpCA7LxEAE4eW80zD3vRwLcanftNZ9BHx9i8/xpNN43lwlehHFk5nPcnj6R9LVucbWSbpISEcgPcyK3vEZx6CuPZcCbP2UybK1G0vRzFlOQkCsxmzraayrHAbpx3rU+yjTvFKtn7xNFczEPJx6ix9FFSPwnkyJoxFJfk3fXx3Y6iwvIXCjtd1ZqX3nXUfNzFls5N5WizF/1a8VA/WfDUPPMzxwK6sNmpNS9shwmTBmHnXDEK8pEjR3jllVdo1aoV/h52vNfBBhdbiVOnTgFYHiQLFy6kbdu2tG3blgULFrBp0yYuXfr3vliUZXJ2dk6lfVAhbZvk0bpRDq0bZtGyfjrtgwp5ZmTl4fTvlPjrR9iw4QQbN8oveAaDid9/P0pcXAkTJ87GwyOOyEg5TpBWK19jrn3rWLafO0nWmhUXF9OwYUM6derEd9/JLwg6nYagoCBGjy63h8rNzyH+/9g77/AoqraN/2a2pfdOAoFQQu8ldKR3C00RARFRLIiCiorwqjRBBEVARZooRakiIL333jsBQhrpySbZNvP9MZtNNo2EoujHfV25stPOzOzOnPOcp9x3wjVm/PwxAGPGfER49ep8/dFiDFlZiAjUrdCS914dy/m7d/hm616uxiUAcPPmTe7evcupU6dYvXp1ofeT970sLDQ3fvx4wsPDcXZ2xtPTk3bt2nHw4EEEQbB56aZPn44kSfj7++Pr60vPnj1tFbF79yoVegcOHMDd3d1muOzevZsJEyYgCALh4eGsWbOm9D9GEXjieSkJ7Dwvj4f5oraGec7vi+Hm2UQ6vFKDoEoeRe4vigL+oYq1HBKem5uz7PPDJN7JQJLs7yszNYO9K1Zj1GchSxJZWsXr4lIWWr0wwLbf+qWL8ThcXA7MEzwogmo9B8ft2URzwgt5UdpsAbM1BOVjSsPnyjrbeqOgJmnYbhreR6mvXq+ndu3aDB48mOeee85m7N9Y/grZydeY+9ttDkeaWfKsI2U9VKy9oeKtP1IIchXoGX4FUq9w6ISB7mHQPUzHmG0Gbi96Ft2wNdxa8QoRcUeITpdot1jPszUd+bqTmuiLOj7cr+fjmBg+jzpN42Er7a7p8sXNZOz4kqp3T+EoGfEzJuN3fimW88u46hJCUu0XaNT+4XBaZKwebvt8/cp2K79RTvK3iGhdDpUUI/NS9d7ATMJbvoPWWoVWJqQugQNX0q5dOz4eN4n+I0bw8czQAudq3rw5y5cvp2vXrshmA8vOmjBaoEKoM9ev7mHdmvW4ujrj46Xn2pXtAPh6g5urC/v373+os+BHjZSEKDasHU22WSIhVQnfqFRG2vf68h5HQkLsVbZtHI/ZYgFBtpuMgv3kNNuk/Aa//XaEpORcyQiLxcL+/fvZv38/s2fPBgTbQPza4MasWjRYMQqqi4iCkvDftGF59h+5wenTpzl9+rStrc6dWwKQmFiOSZ93ZMzYv5AkibO3FBkFtUqN/q6FP749ZePrkmSJ/q/1oNtbden9/m6ys7Nt7WVkZNgqUA2Gwicv+d/L/KhcuTKzZs2iQoUKZGVlMW3aNN555x2effZZm5elffv27Nmzh759+zJkyBAmTpxIixYtkCSJmBjFUxgbG4ufn1+B8x47dsy2z8PCE+OlJLBL2P3nLiMvgip5cOmQkguhTzWSlpBVrPFSFESVcnP5jZeVny4kzVAwN0PIxzvj3Kwp5qO/oZYgUwdpnjoCYg3I0pNS6YeFsqGNSH/vCme3TQRjNoKrHw3af0xWVirn98/F0as8tf58E4Czx5dSp9GgErV7KbwHNS6ssuXzyAhkq7TEd5lGjfvkKOncuTOdO3e2Lec8VTnEagejLPSt64yuwzMEPP0NI508+KlGFf5IN9OVJFRIjGiiw4KK7TctgIHwtOt4fFvbFnJbd9mCoNHyw8EMRFGkoiGdae9Vpu13scw69zuHt1S2M0Yqh3cAa9XPsT2zcD/8AxXSb6FCpmLGLeR9k4mq1oXgMrXv655zcP3qLqql5oZSw3+/t+eqqPdkypQpqNVq3n777SKPXb58OX379sXb2xuVSsBZLbO6jxNt9gyDPWDZYyBAYyLsF3sSTH9NJqdWfgqDB5fwzv45XD3zF0cOLyIhU0dior2xJYol62PWrP2YqJiSkWE6Oyfh63uD/018ljdfK95788knn9g+ny5I70X7Li/Rvovy2T/wGLMdIon6MYrduw7g5OSPn58fMTHuODk5UadOHdq3b0+A32U2LXZmzvyZpLfW4eteho6tenD68hEGvzIQgHPnzrF8+XI6dOiAr68vd+7cYcqUKezZs4cuXboUeq3538v8eOGFF2yfTSYT8fHxSJJkJ0/z3nvvUbNmTV5//XUWLlyIIAhIkkT16tXtlOTzenZyzrt8+fJiv8v7wRPjpQR4HPlJqzUPIuFOBmd2RAFQudH9iesJojW51GJvvJgytaBSknJF9CCAqMqmcV/70s82wz7DNPgjZFlCFNVsGtELYq+A5b8huPi4wNXVj4inZxRY17jjp6Smx4CVmLPypvfJrv1cifhFInrNBmbbrXMD/Ard+/5wzbs6Keo7yAhkqh2p0qQ6m2NMDG81CUdHd3bs2MHNm9HMnbsRdfPmtuPUgHrbNliYW+ZsElScCoogzTkCp5Pf2xIEHXSueLy8Er5rxr5bZl7aN5mTLr7UiXilwPXUb/EmtHgTvT6R03+MJuLiSgTg9oEfCO713QPdq5OLD9mCBgfZdM/wsoCiuRRYrx8wy27bsWPHmDlzJsePHy+2+uaTTz4hOTmZrVu3khCzlwvzJtH7t0z2DHamhr+VzVooGOqWAXdjQdbYxw2n9i1iw+4zGAyVC91e0c+jRO0EuPoQlW/S7+p6125Z0JnwC7xGoGckAPuzW1EcAt0kDMYEZEm05sUI1omtkGdZwGzWYbFoECRnKhjVDOndjA26y/z111rS0w24uTnRtGk4LVs2wmIBi6ThlQFv4uSt5ve936LPSqNJRBM2b96Mq6vyTjs4OLBnzx5mzJhBcnIy/v7+tGzZkv3799u8HlFRUURHR2M0GklNTbVJBajvoZFlMpno1auXLa+ladOmdts7dOjAtWvXuHnzJlOmTGHTpk3cvXuX8uXLK991QABxcXEF2s0rf/Cw8MR4KQkeU3r1Gi3K2IyX2OupBFXyvMcRBSGKhXteZCtPgmfZW/T63+hi29Bo8ySIWS1w2fJ4aMP8f4C7ayBpKkfcLFk4SQYO/vY6TV5c8kjOlZpl4kpcOpM3XkSSZdQqEbUo2P6rRAGNSkBlNSz2Ob2AU7PuvN4qDE9RYKnRyNChQwkODkatViOKIvPmzaN5HsMlB6L1WTrlWxdtcGXqPz2TBjonHM+d4+OP/sfUqVMZMWIEer2eCRO+AuBmhgoRqPnXKM67eFOt5jMF2gVwdvam/jOzkCatUqqlnEr/7uRHQEB1GKfkIdhHmmUS9UYEQCUKNl0ZZ52aUFXBnLE9e/YQHx9vx6NhsVh47733mDFjBpGRkVy7do1Zs2bZmFKhLbw4jr3t2vGdXJG54+cSOH8+ccfeRRifYmvn0KJe3NWvJNTRxIE171Kr/cc4O/89SvSlxbGzGzAYFI+JIFgQRQmLRckvqRxyic59l5aonW4vfAe/vsHZWzqys5UQiLNjMoOHLECn0zFm29u0E+w5Z8z3EK8tiao0wJzvXiTubkVi48KpSzgpQNMWDWjaQtn+VEMNLbt+zPdznicmzh1BlOg2vDbd3pgDzCm0zaCgoEKlYwCyUvUc2XGQ7ScLUh1kZ2cX6ZkBWLNmDb169cJisRAQEMDWrVvx8bEvMZg9ezbvv/8+er2e8PBwPvvsM1566SV69OgBKHIHqampHD58mEaNlMT4Q4cOFSqx8KB4YryUFg8YNjq9I4pb5xKtxG05FbtyPk4zZYNPWVeaPVexyNmXZ6ATARXciL2exo4ll+j/vyZFnvfMrtXETJmEyqBk4ecQUKYGvwFOFdg49wy67Gjb/iaNQiqm0pZMgfr0zt+JnziJsFvWOPF/1PMimc3ETa2MnyFZKaoWcouwBbCVWwuAQdRwvcd31KjzcMroDy7uR4Prf1k5PmS7ATJvXYtgyuRRYOv5OIYtOYZFKvlLsP9aIif/ukSTCt7UL+fJN998w8GDB1m3bh3lypVj9+7dDB8+nMDAQNq1K5xMrvaQtXalvdWrV2fRokW8++67jBkzBpVKxdtvv42/vz+GRn0wCL+gk81UWjWE644+VKjYotB2k5Jv4G/99Twv/gldvij5l1EKvLLoKNsuxhdY7+WsZcd7rQusHzBgQIHvomPHjgwYMIDB1lBPZqbyG+eXD8nLmBpazpXU1FQODXWhURnrexxlJtUATUNUVDn5EyfvHKPOG8WzBf9TyFGIBpBlFRUCr+DnUZaGrd7Aw7dcMUcWRLcXvqPu9aP8uFjh6YmNr8z5w79Qt8XLtBNy9YROUpc6nHg4N8C9Q1s7jmZz6vpgsrMVhl2R0oXbzUYT30+ZxV1L0cZBOYsPN1UJ7N27124syau9FxQUxI8//oivry9ffvklGzdu5LnnnmPDhg1UrlwZrVapRJVlmQULFmA2m5k6dSqDBg3irbfesuVPVa1alU6dOjF06FC+//57QKlw69atG+vXF8+RVFo8MV5KgIfld5EkmX2/XSng5SgKdy6nUKt1MG4+hasQC4JAl9drseD9vaTEZbJ53lnC6vuh1qhQaURcPHR4+CsJaDeXLyDsesHqiiT3RLKcFA4Mg0NBkjufsILcBoXh1spfcg0XwDGsYomO+7chKuo4ZQ15RC+L+SmdJANZx5fAQzJewm/tRk3xRqEMOFTv+VDOlx+no1LsDJde9YN5KtwPk0XCIsmYLTJmScYsSZgtMkOmKAN0NpCSaSQrK4uPPvqI1atX07VrV0ARrTt58iTTpk0r0ngpDC+88AIvvPACcXFxODs7IwgC06dPp27dFtyu1YPQpb3RyBaCfn2G2Fd3FaozFBBQnWNBEdSPPkCVtOscWDqYiOcXPPD3lB+HbhTUxJGMWcTGXWfTbsVrmXcgKVu2LN7e9t4QjUZDQECAbZAIDw+nYsWKDBs2jGnTpuHt7c2aNWvYsmWLbZBwzDhEp4oqXv0ji++7Ked59Y9sulVWU8VHMWYkazXW44inmg3kz+0rSU5RJlJXosK5EgWnIqcxatS3pW6vTIUGaDQrMFmTctduu8Xtm69zMbAh9QWlzDlF9gEh/9Tg/jHo5YUsX/wSBosSRkrT+wAyRqMTRqMTsqwiMTHXEHPTlW52HH8tulDDRZAFZOsMtb2pNjs4y7boQ3aelxzCuYEDBzJ+/HibNydvnkvNmjXZsWMHrVu3BuD27dt8/vnnJCUlUa5cOVQqla2yKAe//PILb7/9Nh06KCkGPXr0YNasWXh6Prh3My+eGC9/IwRywzMt+lZC66hWXhEhh8pe2UlAYMcvFzFlWzAZi7fEHV21NOxWnsN/3ODK0XiuHLWf4fV4uw4h1bzArLRzLaIsfj2fJeeEwZKIR3I0NhPNSpkvCAJewb7Uaft8qe7xWtNyVH/3U56q0fTeO/8LoXVwLlDpY0HgSP3XELROVpkBFfX2fYkaCW1mEteubMdiMSNbzJSv2NpWVVJaqK3JnccDGiHWfR5RpUNUa1GrHa3/dXh5V6T2o6Litz6nA5qU4/Ona9xz9yGAr6uO24DeaMFkMmEymYr1FpQEh7dNQby2EwQRWVSBILB27220agHPu7+QcNiJTJ/q1Eo4g4NkImb12wS8vq3Qtuq/usnGq1Lp+tYSX0NpkGFQQqgb3m5BGQ9HDGYLtV77mrilH9FvobJP3oFk4cKF92xTo9GwYcMGPvzwQ7p3705GRoZNYC9ngFI5evDLs068tTGbdsuUfqdZvTB+bppLemiq0PLh3ehDRsVanRhRqxPTp79OWlpuTl9Gxv2Hubw8Yoi7m1vSfPyqPy2CNtuWAwQlDC8/JBYRnU7HS0MLT1a9fGIduw79Skq6L67OSVQOLM9Tz5QsFJYDB9fC+xJvjRsJZsWoMWOhTLVQQlVxLFy4kEGDBrF69eoCHC/5iU4rVqzIiy++aDNcACZPnszkyZMBMBqNeHh4YLRKFuTAy8uLJUseTdg6L54YL6WE/ABxI0EUlFFPhrB6fji7F00st+/3K5iyLUjme5+vSpMA4iPTMJskLCYJs0kiJS4Tk8FCepK1pM46OKjKhdDo6WH3fQ9FwjogCd6elP+PGi6gzNYPVnkOt7izVEm5jAoZFTK1T/yE7qMYGxFbzNEfCTQkUjvhNOSp9khXOaLNR5V/9sQKgv58F51kRC1bEIBsUYNR1KCSJUzWz8GS8lsa/avTpHHJxQYfNop7BzIyMrh69apt2ZQSizHLiVs3vXCrHUGrVq0YPXo0jo6OlCtXjl27drF48WKmT88l14uNjSU2NtbWzpkzZ3B1daVs2bKoNAYa7pnId4eNNA1R4aKFLdcsTN+SzZR2OtrF74B8ERqtsXg+l+iQxpS7vAYHyVjsfveDrDyTjy7f5OYhOJStRbkP1rP13ZZU9Lt3cnVkZGSBdZUqVWLlypUFd7bCyScML0eBJc86IozPnZ3Hxp7jdNRJRLWWxkV4BQ8sHUyTS6vs1h2sNYiIZ2fe81ofNrxcEu2MF4DJU95FsqgRBIkQ39u8+ErJqllef0OpIJoz+0Xi4iuizsfEG84FAMrFRzNt2pv2B+fM74p4/mUKyY7Oz8Itg06XSZc2fahctweV6/Yo0XXn4O6Za8QtPY0oiciijEWQoBDnmVFlAWva4UKHnRjPGElKSrJx0uT19Hl7ezNhwgR69OhBYGAgiYmJzJ49m6ioKJs0wPXr1wutcHJ0dLTz5rRt25ZnnnmGN99Uvrv8/UF+D+OD4InxUhI8xHxdURCQZBn5HqGjHLr+3csu4R/qjoxs0yvMyZFxdNNSqYEfv45XylA9A5wIrOSBAGSlGzEZLJxePouoLzYTFqnPuYCHdzN5YCuhLsUM+t+KJs/PB+BW5GF8FnfDSTLgKBnJtmThoFYGoluBdQmI3Jpjq9oeIVdLFilfBCHIuRIENSwFc1S0FjMUQauv9ixdvP9BcSYqlXeWn+CalU20OLqAo0eP0qZNG9vyoaUzAFga+xxv9vidZcuWMWbMGPr3729zPU+YMIHXXnvNdszcuXNt9OMALVsq3oEFCxbwzHMdEYDDdyyM22kgwyhTyVfDVz096VfHkZQ88gQCYBLUmJrktl0onJV8A4308JPMo5KLzj8KD3AlxOvRibnmCIAKwKnDi6jdSCm1DQioTuytI6h3zuT03pmoW4ykWm177o8yt/YX6Pa8I3c/smstDu3bvc+qP7+zC69kZ+VmeSVlupS6zdeHL2Hq1LeQpMKHQEuaMxkZ98OHfW/o9d6cO/U7FWt2LPWx8Tsv4iFZr0sCCQmdWoNBsGcUTjNk2C1HR0ezaNEi23JeT9/cuXO5ePEiixYtIiEhAW9vbxo2bMiePXusyeAlq3ACuHbtGgkJCbbl/P1BaT2MxeGJ8VJaPGDCbk7YaMXEI7j7OiKIAqJKRKUS8A52IeKZMARBwMFFS1pCNrHX04i9XrR8/JH1uQQDybGZJMfad5bBRy/gnZzLnqtx93iwGygK1qqJ/0/8LmVDG3HrpfWUXdgeALUqV16h8aCVSGYzgloJDd6Nv4LP7AYIgIe5cDbjLFHLqTqDABHSolBlpyGpNKhNmaiNmWhMmWQ5eVOv+VuP/N7yYuuFOJvhAlDRr+jBonXr1nbu5zGrTrP08G36tVfKXQMCAliwoPi8kvHjxzN+/PhCt0lmMxKw+BklD+xIq3E0tNLlF4V7yaWq3RR9GrX88A3vSv6u3JjUhZjUbHxddVgk2VaVBRRbCv0wUXvD25wCsi/8SeMbf1En78bVL3M0NYo6TV/j4ulVIKgoY1IGv+vOwWgkEyFZcZiFkiXvP2yUqdCAt95awOFts9iwJ6HA9rwCh6WBXq+En44d7YY5LAuT2gmPxESkVBdMJg3hZS/bBMoK8zbmX5dDdicg5FZE5DEB9UYzt2OV6qkGTe/T+21tLkVMwKGeD5ZMM8+db0ySmMEe9QX0YuEkdaGhoYwbN46goCBeeeWVAqHbVatWFXpcDoqrcMqL/B7C/P3Bw8QT4+VvhpuPA2kJ2WSlm8hKt7eWb51PomrTQDwDnHlqQDhXjsZZPTRKuEkQcju7oxsiC22/cY/yZGfqSVi4EBd9Kl7JCg14oqeKrN4diRj04aO5MdHasT1GVUZGQybpSQrngMJ0KpCbXyQiCCKunv4FXuTSQJJzf8O84oaAnZaPr18ljrWdgPn6bkWU0pbgZOWE0LlRo9N4mrg+TJaVh4OczqdbrUDebV+ZCr4ln+k6aZXvIMP4cLwaolrNGe/q1Ew8hwwEVWxzz2PuBZ2rkpQu3iMZ+n4hCAJBHoqxpfkbx/8yoU2wIKDKqajaMZGyWYWre9ff/inZO7+gRr7QWZbWFZUhBQBJ9c8l9547sqKA4eLomIogSAS43N+EycvrNklJIWRmesIZJZk0GQ8AggIu0u/lZQ90zQB3rh9l69YvMUkCd5NDAHBxSaBMhQb31Z6Nl8sRKvZqwZmJq/HEBydJh5/szg2UEvt69eoVSsUfHR2NyWRCp7s/1e3HCU+MlxKguNnR0g++JjPOXoBN45xG/2/etmMdzMEz79UjKVqPZJGRJFn5b5HYtfQyxiwzFrPSgXqXccG7TDGDhGUL8QvXgSwiCyKCLBN2+SoJZ1R4J5nxthq7WVpI8XGgwrezCa0eUfqbLyly+Cosj4fnRZ+exMl2LfFKLf56Imt40/n3vfd9HikPn4003p38Me68qlh1gfNe1ajx9oH7Pt8/ge2XlCSSI5FJpTJcAJytpfZZ90g8Lw0s1gqZRI0bZULqPnB7Lh7Bts/5BST/zXB3DUQ/+hqqaVVwkE1FGi6gPKeOkrHAc2tS61BlK7+d5R+sTDp+ciVgz5LbONyd1j3H33eblQPducwtzBYtRoMTJrMOyaJGozFQxu3hhIw2bp5KVKw9U7koPoCRbGVEz/mhxIzcHsZfcueGKp5bt25x69atIpt4VJ6Qvxv/jbf0b8T66QsQVWZrlRAkpdaGfCKe2Rb4/ePpBNWrQXB4QzseFxusy4IIKlHEmKUMgiX1XCf9vJiKlwqWYPom5hlMBfD9fQn1KtcvWaMPAEFlfZQeUc6L0ZDJlk+HIsfEKfkikgyyjCBZE4Fylq3b3O6k3tNwAQi6mHjPfYqDf2ANLIiokKz1CcV3DFWS/32CeGfvKGHLuDQDL80/jICSOiUIiqNcsL4MgjUfXdF2UdZfi1fCTXpD8b/F9au7yF4/Co3FiFnUYGoxskiV6awydeHuSbxM6ZjNhgIer9LCzZpDJAAJKbfw9anwQO09TnB29uZgw9cIPrMcZJngbIXp1CioOO9TixrD/iJxahX8rbxFx9tOoH6LNzm2bzZOh+fj1vELxN8GAf+s5+XZvt+w5rcRZJrgTmw4APIDhvk69Z5Op4dxccXAbM2pcXJKxsUlCbVgpmJA2D2OKhq5uYXKv7AP2hE/8SiioKKGpSwqR4F95ssFjmvcuDEajYbKlSuXWHX6cccT46WkkM0gqImPqVToZv/Ac8TF5HJJJKTUJ2E7nN5+utD9i0QJQ+CCNXfmWoeqeDRuSmZMFJZMPa5hVRA1WkRRhWe5SoT8DYYL5HmpHlHY6Oz236mw9nipj4vz19Ji+zFkSUKWlT8kiLp6HEPvoQ+sEu7s7E3SiFPcurIdZAnJbELGonigVCoEVIiiiqwbu4m4vNaWqPtvQruqfmy9oHhfdl++P5pvpyLIDvX6RK4ueFqpysqL9cOJ2joei6BCEkXrfzVmQYW71RMqInN46SCaDChdeWl+eLkH25Kq05Ij/1PGC0CTLl/YCPjOfhNBjaTzxDj6UWvYViK/rk0Fq+FyqN6rNGmhVInUbzYcmikik/GyYnj+k8aLs5s//Ycsw2AwMHnyBGRZ5Gb8RVYsGICAgCiIiKKIIKjw8SpP864f/WPXWhjcXBJ4bfgvD9yOkOPhtnYjDu4uaJ/1x7xaCamVyXChTec2xMfHk5KSwp07imhu/fr17RJr/wt4YryUEAHxK7GIVchyVCNpVFj5VJER0Hlm0mvcuywcPAO9rpbtGLe0SISK5XBwdrdrKzcKJdgtewQ4FR8qKgQuNWvRvP+o+7uphwm1MjiF7L/O5aNbCavbGpXq4T1epuxMHIFkN5GM3u1AFK2cKgKCKCCIKmVdnj9EkcptnlGuI9/YqVJbk2sfQr6kl2dZvO4hhnjMnA2X1xZZZvk4Y3b/+uy6fJf0bBNWYmhkqzcxpwrOWgSXb1n5rFWLdKoeUGjbZzZ/TpP8hosVwdkFWWnzo0z0sfu/MStEtdr2q+hT/tsK6TnGc7nMGOQvvMkx0w6FdaFJj6m2/Q6seI2G55cjIONr/XYsqn8+TyIr/a5VOwgiowsKxwJwzcjdxJd55qX5pW7/l3n9uBkfgizn7TAKe2dz1xWdVSBjNCqTXa+4Zlx5f1MR3Y1VogULxz0i+eXARpsKc34+FkElcCUhkv/t/oYTMwbZhBGnDh5N+Rt+qCUVwcHBzJgxg71792IwGOjUqVOBUFFoaCg3b960W/fBBx/YOFz+DXhivJQQnqmHCYzeTfrkd4rkSXnpp7e5G3UDARU3numCm15G/d4sKtW/v+SsfxNUTs4AaM1gefEtjjsKJD7bnKdGzUDr+PDKQbNctXQY/RC4Jqwv899lSqi0ynfwbzRetGqR9tXuT/jzXpCN9iWdV59fyd1jP+OQchtRMiPKZlQW63/JgihbUMkWVNaqtthGrxHyEK5Dsob+DBkFReX+S0jzrwbJCpdJThn/0eCWBbxXITe2FWBzloPrc3Djp8jpsdTvOeO+yRYfBB4+wQQHXCQt0xtJUuURQ1QEErOylIliWnZGse0UhQS9C0aj88O7YAAZ/E1+OIr3bjfpXAy1a9dm8ODBPPfccwW2306Ipfcvb/JMnaf4evkPuLu7c+HCBULKV8ZyPQrMGtq2bkO9hg3Yvn07AGPHjqV79+4cPHjQrjjhs88+Y+jQobZlF5fSl5z/k3hivJQUtky2oqfqoijiX1aJZxaikP5wLycnb+sxCUM0fOld9t2JQnP5Fv630nHJknH5ZQ/7t0TgNuY96nV+6d6NFIOHXVKaEy93MMGZalVRW/tp1ZJvqdyg5DT1JYVaq3QMj6fE5z+HMo1fxXxhFWqrpkv5pb1xfe0g/gFVSnR8juGyePFiXn75ZSx5EsZfe+015sxRxO1WrVpF3759MZuVnDBBEJg4cSIffqhU35kFkYozUon832hAESLds2dPoYKRedGrVy9WrVplew+bNGnCgQOPb0J2RL/5XL86kMz0OFRqBzx9w2hYiHRCjnF/x8GX29V7oY49Q4MD022VSwdEDREPqMJ9v3jltaIJ6WbMGEpKShm7Fy0zIxGVxqVEFTY5Xp0yARcJ9VOUkimE/iFvvytbjby8pdM5PF66q0EEpdfB5JiBuqtvnhZyL1AQIX7DeTwzfGhRqR41xxcuJgrw9e/zeSqsCe8+9RI16irJ6kFevtyYtBNXwYMjd45z+84dTp87i5ubUkiyYMECvLy82L59u50Eh6urKwEBhXtE/w14IONl0qRJfPTRR4wYMYIZM2YASifx/fffc+zYMRITEzlx4gR16tS5Z1srV65k7NixXLt2jbCwMCZMmMAzzxT9I/79yMmwLd3w87gYF48ann5l6fb174CSXLtv4WScfvgd/3gjjJzEhZGTcFw5/9FWPJUC7r5lSBdBLWEzXAAid/35SIwXjfbfNav5u1A2tBHSJ/GkTC6Lh1mPConIU8vxD/i0xG3s3r2bgQMHolarGTx4MPXr12fDhg1UrKjoa5nNZtssdsiQIZQrV44vvviCMWPG0L17d6pXr45JUJNtknF30aLWuZKYWLJE7qSkJFxcXAgPD+fIkSOl/wL+AVSo2Oqe++QQ9pXJvkuZYwXVjb1rPBr9rAeH0j8n6z2YM/tFsg0upKf7oHPIYNjLo/DwCS72aFlWPBM6lUz7ZycVuZ/ZYOTOrtNYsoxWSZWc0+fQWigZ6/qMGFxwIFmnJ6BBeJHtJZ24CVco1hUsSRK7Th7ktQYvMGzpZ1z5cRgh/kEMbNKVZ72V1GOjxYSAYGeoOTg4IIoie/futTNepkyZwueff05ISAi9e/dm9OjRNgHGfwPu23g5cuQIP/zwA7Vq1bJbr9fradasGb1797ZzSRWHAwcO0LdvXz7//HOeeeYZVq9eTZ8+fdi7d28B0ad/CoLNdnkydy4KZpORsztXcmfjaohLwOTnjNuNXPftpfW/PrDxIjwkW1CyWIgp60xIpD1hXKWOD0dEMT80uofsiv4PQVSr8fgkmqzPfHGUjEhpRZf0FoYcenKTKZdz54033rB9njJlCgBjxoxh4sSJAIwcORJXV1d69OjBtWvXMKg0xIxy40jZ1kz8QyyUI6Mw5Ljm4b/VN/gZkwtdf0qn5Q8XZ3bv+pZRepkO9UvPEvsooRKVZyAlxV5kNivTg6tn19OgdfFsyznGy71+ythxh1BRIJWuANxzKBLv0W8V9ezoY5OIPXoJnbsT8UkJ6LOzmH3oF95q8TyfvzqeLXM28M68SQQ+H0BE2TrUC6qOk8aBd99+h6lff4Usy3zwwQdIkkRMTIyt3REjRlCvXj08PT05fPgwY8aM4caNG8ybN+8ed/T44L6Ml4yMDPr378+PP/7IF1/Yy8gPGDAAKFyLoyjMmDGD9u3bM2bMGEDpZHbt2sWMGTNYuvTBKgkeOoR7E5pZLGbc9I/Y45LzrD8mnp2LhzaR/OZ7eKRLFFWr0ebtKQXWHduwiJjNf0BSSu5KUSC4/8vUaZ9HFDLn5X4It5uWFMuV7t0IyVBcLtdaVqDyqyPxCa6EV8Cjod7X6RQXroDimfon8gUedxhEDY6SETHz3om6eaHX63F0dLQTeCxfvjzXr18HICUlBcBOqTknvp/Dh2EQdUA66ux0wD7B/v8j4nReBBiSkMBOovBrTw+OOToAkbx3dhScHUVFY3UmdxhPlXJFexb+LjSp0YiTl3dikdSAjIPabEvs1ZbA+5kTNhJLIcyYRl7KCiE3ICSDSlahE5xwDLuHorL1INcsdy6/n8tkm7U5FnNkPGYgPV2pKOpQsTkDG/YksF59Kjfx4uidsyw5uZaIsnXwdvJgztP/4+P1M5jz4/eIosjzzz9PvXr17HjHRo4caftcq1YtPD096dWrF1OmTCmgaP644r6MlzfeeIOuXbvSrl27AsbL/eDAgQN2XyZAx44dbaGowmAwGDAYcqmQ09KKptB/GLBp0ZRgdnVw+Tc2SnJR82DlhZK1xFeymJVSX0nCYjEjWB4PoyUHkVtWUy5dGTji/LVkVAgAnRa0GgRHR3wjWnJ+/zpkiwVZlkmLuo7/1KU4AYWyHhz8jMNT0q0cOTJJp45yb/m6kiH2+lncMyQkILJ7HRyCg7G8+BZxwIEuNek6fcVDOU+2IZ3LZ9YhS2aM+rvkaD1nZiY/MV4KQbZKB2Y9FaMOcWpWSywqLXKtZ5Wy3XsgKysLFxcXOneox95dR7hx4wblgtxYNrUnT1UwMw14//3ROGTsplyILy++o6jems1mDqx5h/pWT4PWlMH9GC+ZmSkApCfd5OCfH1ur4NRgZXKWBRFBVClVcYgIKhUCIqhUiCjr3XyrUKFiC7t2ExIjSUu+jVqtQ9ToUKvUqNSOqFRqNGoHNFpH1CrtA3Pd5IfKagQeC26Bqmp36m55X9FMK0Qb7ar2HIP+Gs6BV7cX2PZ3o+FTr9Pwqddty4asDCZNmQaAWntvfpMcz4t4j34+RZ2Ah9mHZJ8kao4qOoQ2adIkVq1cxcXZF3F805GmTZsyZcoUqlTJzekaP348P/+0kJi4OLSimpoBVXi/pX3UIiYtjok7vwfgz0s7ubzwOp81mELz52oQcsifE1cuYJSy0YoOtCrfiA3lv8N1SE1cfT3x8PAgICCA8uXLF3mdTZo0AeDq1av/XeNl2bJlHD9+/KHGd2NjY/H3t69m8Pf3Jza2aPfxpEmT7MTbHjlsYaN7W+SZsVE24+XGtnVUrH3vGPPGT18maNUBREkJjQgyxdr+Of6BxzGnxj/OiH9cPobHfBwtjnk+J3ipyezeEgQB+eBxyl1UBhLXD7627ZPDYSw/BKX6nGRdEajwx0ngpG2bx/7zD34CK4xfVqJWIeKKBsP9VUL815GhdQVDEt6mNLwTTgFg2XLUxjdyL9y+dRH3mdUQampw/CKLWzHpRFxZB8Br9dXMPWbmzfHKslWcAYCIk7laSzpz9n1de/wsJRzqqo+jyZFZ99WGDBxsPIImnT8D4OjOr6m/czwl5XrN3xMYBTXJw3YTUFhCbj6cPDSfsM0f2XJdfKyyF5JKw8dn1xNXtjyCIGEW5EKTzs3Cw1fkfhjIysjNXYqLOk21Br2K3T/H83LpdmW2rfqIts9OLHw/NWAGzwQvbvxxgPLdCw+H79q1izfefIOGDRsSe/0a7496j2aNGvLla4Nx0CjD792zF+jbogFBLr5YjDJ/HDtIv+UjALhiOU695jX4aOb3pLqkUsmvLOXcgqheK5y+ffty9OhRkj1kqrasS4Uv2xN79CKZK27jJnpi+vEad1R6Vt08RXxcPI0CKttd280tR8nYHoUgC+y8qozn6YvOcG5NbnjJ/seWkVwFqo/ujqj+Z3Su8qJUxsvt27cZMWIEmzdvfugsffk9GrIsF+vlGDNmjE2hEhTPS0jIwyiaLB4l8bx4V68HbARA2r4XiteNA0C39wTaUsq/6B0EQhq2Lt1BjwgVOvUmestBdJlmZAFk6/cki3k+W5PZcrYLsoyhe2vajZphK+HLSE1g95BncEi0DvBCnsoqQUDV98ETBctUrs9pNxWeaUoVQaYODDplWWN8eCR7rnkMl5xW72o98fW5f4bN/zKkrtO4uPFDHMxZ6MwGAg2JqJDJ/MwXSRC52nEK1Wr3KdRrpdFoyMhMsCrTgI+zSFSaRJrKERGZaT0c+KqHzJFbBhKzLHSp4oDjuER0KsgWFO+oWVCRWKsf7C39xMzNmG77bBTUSjl3KWOcAqC+fYSzx5eiP/UbNW/vLVV1Wv59dbKZGzu/IqDfvflOVId/sntec5DmVp7o9C22qG1R15OtTS3Flf59cHTJ9SLcuVuQeTY/tNos9NY0uOvx12lbxH6Ciwqsdq7+YCx0L3y/TZs25Z5/33Z6hIcy/vJVjh45TJivcm0VdCJYsjGk3sZgMhPu68i2s0pU4eLN86xc+AP79u3j+++/x8XFhb59+9Ln/Zdx3baaadOm8ccff7Bz504AAhqEM3Xpr1SKCcDHyYvj0ecYt/UbXmnYm7BzXpz9aDV3agmcj7lB8AWZMmIZTsVc5LPt39O+YjPC3arYW8H5H+FUiD9xhYCG/3yIsFTGy7Fjx4iPj6d+/VzWVovFwu7du5k1axYGg6FQPZ97ISAgoICXJT4+voA3Ji90Ot3fKi6VEzaSS2C81Ov4IltePUHwD/dW4cxBzgAd915fwjv0QRRVIAiIogpBEBFVOctqBEFAVKnROjg9NuGHyg3aUXnXqQdux8Xdhy6/73kIV1TcObxpsOcw6UlxOLi44+zqxdUTOzE9//pDSwjOi7M95lKjnpK/82jYUv4bqBzeAcI7AArzrjS1AiLgZBULrLNhBNKGdzjbY47t+wRQqVSK2Jwm911IMGqBbNzG2vcrOT5QhYxrDK3adsBh3F+27Y0BZttXOer1iZzZ/Dmisw/BNXsQFGhfpAAgWfuFdK0b2nGJXP6qDpXTS0+Y0CB6P6zbb7cuRe2M0+irmC1GTJYsLGYTFpMBi2TEYjJisZgwmw3IsgmL2YhkMVN+5UB0shmnhKucPfmblUFQMdYdXf0Jq/SU3Tny9mtmRARkRGQqXlyEEKwkv1Y318VT485eeWeh175g2wIGtx1c6nt+FFj7yzDSMlNoUO95dLoMDAYXtOp7h/D7PD2c+UuWYzIpRm9RCH+rExem/olnRsk1kNITE8g2KTPU1r2ep1KF8giiSmEGVomIoooDR4/x8agPbMesO3WBdacuEBQUxPLly1m8eDGzZ89m7NixpKamcuLECVauXGlX0p+oMTJ14zhSUlMo4xvA671fpF+5tmACD8mHmxsvsmDHXCLjozBazAS6+9Kna3defbo/Bq0IyPaSNrJVeuWoAZ3oiGx+PPTrSmW8tG3bljNnztitGzx4MOHh4XzwwQf3ZbgAREREsGXLFru8l82bN9O0adP7au9RoqQVBTqv0gl75XQeDp6+BJQrgjnyCR4atDonvAPzxoAfXfhNekR6T/9lODt7c7nfbySeWUPEuVxadREZx+0TII/xMmjQIH766SeqhDdiTL1sFp8xkZ0tU716brikfv36lC1bllatWrFixQoOHDiAKIr89Veu4fL777+zavkcjuzZB8Bnbz6Nj7uGfhUM9CindNhix7EEuQocOHuYkLINOH36ND/99BOZh1MAiE3MZMSIEYTcvMmoOorH7ZZTEIIs2wgKFV5uKw0xShimTHau7IIMpKscyVQ7YhS1xDZ4mUY6J7Q4gc23VDzurPekTPZdaiecgjWvFNh+JKQVDYessy1nOfuCVbQ5LzmdSlYmbrIgcFZ1AkESinS//HFjM4P5542XZT/15+LtSkAg16OPI8tKoq6DNte4jbp6kN27ZiIjoxJUqEU1KpUGjUqHo6OMyeSIWiy6T1DrtDiEeUIp5ms3Thxl3anzlPfx5PauzdzelbvtfHQcSw6ewGS24OaoY1CzBpT18uB2YgpLDp8iJiaG6OhovL29EUURFxcXNm/ezIQJE+jTpw9GoxFBEPDw8GDq1KnEJ+Q+T2lpaTRv3pyzZ88iyzI+Tp4seG4ydYIUoUt9uIEqg+zpIb799lu++OILEhISkCSJDz/8kJdpWfKb/RtQKuPF1dWVGjVq2K1zdnbG29vbtj4pKYlbt24RHR0NwKVLihBdQECAjRDnpZdeokyZMkyapNTRjxgxgpYtWzJlyhR69uzJ2rVr2bp1K3v33r/a78PG/ZZKCxapZNUl1kQ4qRBCpCd49JCtBoZcup+3UNyeUpmQrLg8VQf2xktk5AGyMxIJr9HtwU/2H4bNE9N7NmazgSMr3yTiwgrKZ9wmJfkOHp5KCvS8efO4fPkye/bs4f1tyrEhIWU4e/asra3Y2FiOHz9uK4F2c3Oz9U05eOWVV0hNzQ1/bDml5EscOyvQ4y0lXVwGMowyUYcXEFK2AePGjbMrq05MM/LNN9+gFmFUHTdOBDSm/mub73mvUVMqEZwVj0lQcbPfCipWaWfL8ypbiu8sB7fKtybwwu8FGJ1znsmGt3eR9nmgdUmmRhEih2XNZn6Kjec7D3drlVHRA3qs9M+yE+/64zNuxZ4jPi134ijbkuRk/P1zJ4V/bJ5FXHzxRIhq8V4JdqWb8Kw+fo6YlHTeeCoCtUZrK8aQJYkwP2/ebd8CvdHIoeu3+PnAcQY0qcus7QcI8PHmqUaNiY6Opnnz5jRs2JDo6Gh69+5Np06d+Pzzz2nUqBGx12/z4ZgxvPLKK/hezqaCXwjI0HPqm0TevcOITgMIdPdhwurv6bX0Lc6P2IBWrbX1fXmRnJxMpUqVGDhwIFOnTrXf+JhQAjx0ht1169YxeHCu9d2vXz8Axo0bx/jx4wGlPDEvTXHTpk1ZtmwZn3zyCWPHjiUsLIzly5c/NhwvQKkSdvMi5EYGpxs3wG/ZIsqGNyy6eavxkrR7O9vuxoIkKcm4Of9lCZ2PLxH9RqIpQdb8E5QOsi0s+OBtlcmy78T9t4wleut4BGQ8TOmUk4wIgH6VjguBDQnu/mWJkir/P0Ot1tHwuVmYv/gdNRLJ89pzud5AXP2qUrVmD3bv3o1kNiN+oeQRRA76ze74HIG64pCSkoLxf95oZTMmQUWsgzIIyggcCGtLRK/ZZIj+OEvZHDAr+SGrV68GIOmLYLzM6Zzxrk7Nt/YTM6kCGBIRSqh8nKNJftGrKjWrPDhJYkTfeUBBzo4j87rTMGo3AG6WzBK11TDbwBcpMnurfczMiz+Qrr1bYPwSLGoaO/89IrCFQZ8Wx55TmZjNVW3rPD3u0DC8MldvH0WrUtG43a+2bVmG3LJpF5dEJElEklXIkogkqdBosqlds0ex5yxNrcRbb73FLYOFY2fPFVr1I8sysiSRcj0afUwiLV/owcoLkTi7uLD7wEEqVqzI2bNn7byJe/bswcPDg/fffx+As8fW8dtzM2k0pxeHD5+jXuNa3EmL43r8bV6u/xzv1VI8cDX7VaPLoleYe3g5bzcdYGMDzotPP/2UTz9ViCILGC+PCR7YeMlJFMrBoEGDGDRoUKmOAYVmu1ev4jPB/1lYf+BCSgULQ7nGbYl1/hk3vYxztszt43uKNV4ka/Z22NZLsPVSkfsdUmkeDyHG/xjkEg4y9wP/Igi/nCUDDe7sRZ7blCgHX4y9FhQolX2CXKjVOu44eFMm+y7l9Xcov0epBMlareWOcyDmjhOpguJdsJgKJp+WBJIggAzHar1Ek2dm2NbneD9Ea0hFMNtX15hFpSs1Wvl8cmpywhLOcfK71mT5VMS//oAi2W0l66SopMbO/aLmgF858MeHCFnJ1hm0YE2kF5WybgTFgBdErFSxoHakYvM36edXiX4t+3Hp5kVG/fUxkZprIEjMbfAdzWr8vc/tqsUvc/6WHzpdJh6ucTipRcxmxZPi7h6LKJqpHOBK006jKSz5wGRUJoA1ykfSa+DC+7sIm2SM/eq4yDTO74umZqsyeJdx4a233mL16tXs3LmzyHJlQRCIPnAO6Y8UBEFA1kvEpMZSu05tW/pE/fr16dOnD4sXLwaw4zUC0Kfo+fivbwFoVL8GKV5JrDjzJwC92nck2TsJQRAI8fVFq9aw48YB3m46ALVb6SbDjwsZ4xNtoxLCFjYqIXlRuaqNCD58mp0dGxEUlYXXZz+yZ9YCKi9dgX+5qgX29xo2lBuLFynxZQRrnbRgNZYEPK/dxSNdIjvhvy0c909BLkVC9r2RI3kHtx39SXQJsg0QZo0Tzo1fxsHRi7S/xlE14Qw62Uxw9l3SlvbGPObmQ+fs+C/hdrXn8Di5AI1sRpuTgCoZqZh+E37vb9vPbLy/kmeL9f2WTQW9ElF3ThFsTR4WTEpJimQ2c/70b1Q1pijHCcokJFPjBAZwt2RS5+4JuHsCLvyGGRWWQp6xUNmquSQ/2rCxg871gTWJqpQL549XVz6kK7o/RKdKmM0OmM0O6PVetvVqdTYjR8695/EmkzJguzv73f9FFOF6+X3yUQDO74lmV/QCNu/+g7Vr1+Lq6morTHF3d8fR0RG9Xs+ECRPo0aMHmUeuY4jLZPGJNcSm30WSJU6cOEG9mrWRDEYsZomff/6Z7MwsGkc0YcuWLaxfv55PP/2Uzz//HABREPmi/zv0mKbQC2TfVEKWnSfZ88a4THQlMUuZVEmGUpa5PiZ4YryUFqUY21QqNVnVy0OUwh3ik2Tm6r6NhRovDbu/At0LJtblYEO/1nicjKPMnPWsP3YC/z4v0LDby6W+/EeB7Oxs2rVrx6FDhzCbzajValq0aMHmzZtRq5VHTJIknnrqKfbs2YMkSbi7u7No0SJ69ixY+ixJEv7+/iQkJPDhhx/acqMKQ2GJZcXtXySsHZF7hsS5cOX3sajgTt/mdP70x1I1dd6rKlWSL5GsccX/nZOEFJXvVHEnktnMwY2f0PjYHNwsWRyb171EORL/X9GkxxTooTA1p6fHc2XJC9SIP4FWzu2AJQT8g2rfV/s5HhAK4XtxdfNDQkBEps6t3VyfWp3y+ijyZgGaXJTB0OH5JRz7YzSumXdxMaThZUxFJ5tQY0FdTLhB7xpU9MYnUEjfVq3izJmTqFRaQkJCaNeuHT4+SojPYFDxwQcfsGHDBq5fv05WVlahXFg+Pj6YzWb+l5ICFAyLDO/wLK+1eBHBRU1o36ZonR1YOv47Rv4wgWS9Qojq6eJOckYq77cfzBQK1+H77Q+FDLF169Z26xcsWMCgQYNQqVRcuHCBn+b+SHJaCp6O7tQOCOf3/t/SffEwnDWOrO72FTcT4pi063s2X9nHbyt/59KVyyxatIguXbrQoEEDWrVqxZ5vVrJ4zx+MW/oNdapVp2JIeVIuKeFSc7YBtYP9pCiHC9h4O50ry3dZq4qsEzkZO+Ms8UwkqmpP5Rz4WOCJ8VJC2Dwv90ziske3mSuJvXmea3364JVque/whOTuAihel7DDd4iOngWPifHSvXt39u/fz6effkq7du1YvXo106dPp0+fPqxatQqArl27smvXLkaPHk1ERAQjRozg2Wef5fbt2wQF2XfYzz77bIldk8UmlpUCZarU45yLiHuGZPOtiRYI/XUvOwPH0+LlT1CpSva61HhbURUuyZxOVKtp0n0yx6JPUD/mIPViD3H25G/UqPNoNJb+S3B19aPe61sBOHvyNwzpcYiihuBKT+HrWeYeRxcOS074xlTQeHF3DeRQuadofHMbOtlMBX2U3fajZZrTuLdi6AaXqU1UmXokAT7Nh+PgWZbbt45y58xqJYE774Bq/axy9adBi7fv67r/v2DXrl288cYblA9x59Den1i68gRLlixh+PDhaLVaHBxiOXjwFmPHjqV27dosXbqUJUuWoFar+emnn/juu+9YunQpZcoEUb16DXbu3ElYWBiRkZEkJiai1WpJSUnBuUp5PDK8ETIEIpftR3RS89f2vbhpXEhGMV56hXdi7YUtBa6xarNALuxTiN5WTTvGM+/VK/J+HBwc+PbtT6FKQeJKlSDi6W/mSrtX0WYEMcd3LG+v/pL1F7dz6lRumZOfnx9t27bF70Aar1R9nvJT2/Dljz/wS9+vqCAp78GWcYvoPOVV2zGZmZmU91UKaDzTvOFE8d+7JkGFVlS8VaLmnyeogyfGSymQU+ZYerMzoFw1Tns54pWacd9aRE3GzeTE8jkYrlwmbPsVtJmmex/0N+H06dNUrFjRlpDdvHlzli1bxsmTJwHFk7J582Y6derEl19+CShl9+7u7owePZpffskthV2xYgXr16/n+PHj1K5979nzw0osc/Xwo96eI6QkRoEsc3HrSnyn/AyA/1fL2WWxUK5pB7yDKuDhc38DY3GoPWQdaZNCcbNkErx+BFKNZxDVT17PkuJhGXsWa9hHNBsKbDt78jdcU6NI1LgR7+SPLAioLSYMWifChmyggZMHkTf2kRx9FkP8BZqcUph75WNzSNC4E1WhLTW6TcHV9QFCFf/PsWnTJtLT0xk7diyrV58hLi4Rg8HAjevbqRLeCWdnFa+//jrff/89x44dIzExkSVLlvDiiy8SEhKCn5+fUmrskMqRw9tISkoiOjqat9/uwjffbMDb24WUFDCLueE7jzgPzsdfZef1g6x/6Qfqf6d4WRqF1GLj5V0FrrF+p3JoHdVIFpnwJgH3vCdjWhY5Ws7Jrgk4p7qgFR3wd/ckKUnRTTK6RJMSsp0riTdwcirck+vXtTrx684BkGVNKO8W3oYvdsxm5bYtVNtcj+DWddjwzSKys7NpE1qQFThTSseosT77eYa6bFUmyZoEBHcV1Wo3u+c9/R14CGTr/z9gIy8rZbVRbgPKk5CdlED87Uul5v7wCQqj/chpkKk8lLrsx6ekum7duly/ft3GmbFixQpiYmLo2rUrgFIJIkm89NJLtmPc3NwICAjg4MGDtnUJCQkMGDCA999/v4Ba+d8BraMTfsGV8QupQtMXR3Hn9dxS5sAZv2Ps8yo3W7fj1sWHJ42RA7VaR2TnaciAh1nP4V9ffOjn+Ddg9+7ddO/enaCgIARBKKDuPH78eMLDw3F2dsbT09MWrsxBZGQkgiAU+vfbb7kVSJcvX6Znz574+Pjg5uZGs2bN2LFjh814qRRzlJOHF3J83/cc2TGdg+s+oOqaoVRLuYS3KY2qqVcom3aLCiMOUXbQSuJnRaD/zI9yi7pQd8v7NsMFlDHAx5RKxKVVuHxVCfN4Lw78OpCExMhH+VX+Z/HKK6+wZcsWfv75Zz58W0mAXrnqOGlpaYiihQsnN1PG12wlIoT09HQEQUCn0/HTTz8hCALNW/fj5SHvMG6cIsVgMpWjbNmyRN1WREHdHFzIlvRIsoTemMmb6/7HZ+1G4FAzN/QiIyEjow6wNybcfZ1o3qsSLftWxq+cG/eEdWxII4maHz+Dpa4Gs2Tivaavkpkp88H70ZzZ6cO0+Se5EH+dvs8ohS3x8fE0bdqUefPmsW/fPraeP0KvXz/ELFl46/03ASjj5k8l71AWHF/Fj5PmM+PZjxgwdiQ6tZbXG+VyJdWY2ZXX1nyKk+iKyqwi0TmDvY7XOVNVGW8SfSXO1zCS3szXrlL4n8STqV1JYQsb3V/AL6cEt8zsdSTOXkeMGuJf7gxA7T6v4RdcuZij88D64GQ5Pz4/3YYNG2jWrBmdOnWyrevQoQPffqtkvufwaeQVIwPw8PDg7t1cMqUWLVoQGhrKxImF64n8nVBrtLQbMZW/srJw/30HKouMS5aM1gynZ0+i7DerHvo5azXoz5kD31Ez8RyNr2/k3MxGmNSOWFQ6JLUOi4M7Zdu+XyjD638Fer2e2rVrM3jwYJ577rkC2ytXrsysWbOoUKECWVlZfP3113To0IGrV6/i6+tLSEgIMTExdsf88MMPfPnll3Tu3Nm2rmvXrlSuXJnt27fj6OjIjBkz6NatG79NbEMX4x48zRl4bhhR4PwyuRNSFymbk993JCugJhGZ0bZ98ioxX3MpS2rEmzgfmkuVtOuKBAAWIi6vQb68hkSNK9f962L2qkDVNu/buGv+vyN+7ilUrlo0Qc441fZD7aWELLKysli5ciVr164l+eavLF0bSdmyZTEYDBw9ehQ3t6dAhLIVA7hyRZkYTZ06FVEUCQwMRJZlFi9ezIABA5g9ezbvvfceANu2beO5555j5swZVK9WHTcHRyqNV56XYcOG0fLpdrz8wxhl4H5NuUbvF6uhPu6Ab72KD3SvlkwDoMINLyLf346AiayKMh2Dm3I1/VnmH/yDkccOoxHVPFutAx90HQSAVqslMjKSYcOGIUkSoiji5+fHwoULGTBwIGc/WY2H2YfVL35Hr1/fYuLOucgoJHU/P/8lRlUmWWI6KouKDIOeuMy7SLIFV8GT5du28L/tuRpda9euZe3atYSFhXH16tUHut+HhcdnBPyX4L7LxFo0whS5DY3VYaI1Q/APiv7R6Q07abf1eDEH54FF8dhkd3l8Smrfeecdjhw5wltvvUWrVq3YsmULP/zwA0OHDuXHH3OTXfNb7HkT6T7++GOuXbvGrVv5BB1LiXnz5vHdd0o1RfXq1fn000/p3LkzJpOJTz75xJbI5+7uTrt27Zg8ebIt5yYyMrLIUsYVK1YQNO1/eKVacDxXetr3kiJ00BoM06uik81UTy5YMm+5up6DtQfZlfH+l9C5c2c7IyM/XnjhBbvl6dOn89NPP3H69Gnatm2LSqWykWHmYPXq1fTt2xcXF4XbIyEhgatXrzJ//nybh2/y5MnMnj0bXY2RHIxxp8HVDaiQrFy4ApIgkKFy5Jp/HRrcySXPFBsPxX3vDNvy2Z4/UqNuH7IN6dyNu0RY2QbKhmbDyMxM4cLPffFIv0O5jGjUWPA2peMdtRuidmM+vZiD9V6hSY/Hk1fj70LK+usYI5W8kqwzCaRtvonPKzVxCPPAbDZjsVhwcHDg83nbiIu7y8svv8xvv/1WoO/IzFTkXzUaDUeOHGH48OHcvXuXd999l/r169O/f3/c3NwYMGAA5cuXZ+bMmTg76OjWrRsaaze/bt06tm/fzokTJwr0Xw/qgTAbjFz/fR/Giyk4WuU31aIGNRqy4hOoOaw6s5O2MvspR4xSDeKNMwEwpCkVSx4eHkRHR5O0dwf6bScRPDW4NG0IKpHbE7/Gw6w8e+4Ormx5eSHpFTORssy4RjkjCirMrXSEdm4Eskz6sFMkHzyBlHoRfZIrLzRoxysN+wBQRtcdQZAhsDbUeVFJfXgMyqWfGC8lRG7Y6P5+tI4fzoIPYc/PX+IzYYHdtjJRWRzfuJg6HV+89wuRM+A/Jq47gNmzZ/Pss8/yzTffsHv3bu7cuYNGo2HevHl07drV5nG5cOECderUsR1369YtsrKymDFjBhs2bMBkMhEYGGjX9uTJk5k2bRpnzpwhPDxXDCw0NJSbN28WuJY2bdrwxRdfANiqmU6cOEFwcDDHjx+3JfIlJyfzzjvv0KNHD44eVUob7zVrP5J8FqavQH6E372rqx+X+y5F2jgGR5MelWRGLVtQS2Y8TBmokWhyagHXrm3lbkAd3BIu4WTMQJQlRFlSNGmsn/UaZzxe2YiX5/1wtD7+MBqN/PDDD7i7uxeZH3Xs2DFOnjxpM2gBvL29qVq1KosXL6ZevXrodDq+//57/P39qV+/Ph4euXJ8OW+7CvAE2D0TrMbLyS4zMWfEUytFEfzTizpq1FU6fAedKyE5hosVTk4e1B+mhFYls5kDq94k9NpmnM1ZOFuyUCNR4+Ri+H9uvGTszUcoKIMpQY+ugjsptyOpHFKG3s88jYzEqPdac/XGQe7cicLX1xV/v6sIyNyJqcDGjcrksHe3EI5sn87hw4dZtWoV3377LTNnzuT7778nODgYUAgKJUmifdM66HQ6m/Gyfft2rl27hoeHR4Hr/OSTT+7r/pKvRBHz03Hc8MQJNU6F6IYHPlMbEi8qCyotgqMAVmoh3XVPbs38DocaVRCxYNwajyA3gCzI+N1ayk+DAm26XnVC4BaykA34od51hTu7riOT4+0LBcBZaQAAjXBZMVwAYk4pf+Vbgt+/TJjx/zesCbv3m/NiRYsB78OA99k4fgihy3IF2BxHTuISk9Cu+IGwWo+PV6UkkCTJpmul1+tJTU3FaFReomeeyS0h/Pnnn3n++efJyMjg2WefJStLiadOmjSJoUOH2hJvN2/eTJkyZRg7dixt2rTBYDDQpk0bIiIiOH78ODdv3sTT05PPPvuMoUNz+QsCAwMJCwujcmUlBDdhwgTmzJnDwYMHGTJkCFu22FcGfPvttzRq1Ihbt25RtmzZe87a3YIrAOCalEVWZhqOTiWIZ98H8goU5kVS8i1S5nWmgj6KsIzbhF29XXxDxmQObhpPk+fvrSpcHI7smI7lznFkUQVqHRVbj8bXr9IDtfkgWL9+Pf369SMzM5PAwEC2bNliK5XNj59++omqVava6aQJgsCWLVvo2bMnrq6uiKKIv78/mzZtKnSQygtX79z79tk+geDseNuyXu2odPwlgKhWE9Enl4/kwK8vEXF57UPiGfqXo5oOztsnTP85dxp3pl+hTHh1XESZa3o9Fklm3P82UrduXV54oT/Hjx+nWdVJHP7zGn9sGUBKitK/3M0IY88fF3F10dK1a1e++eYbDAalfbNZKbE/f/48giDg56VwxmhExcP94Ycf8sor9hQWNWvWBBTW3PuhZbh76DJuiilsgyRLpDolgZOIS1V/gqtXgDNWb3zZJmgG/oHLyWPol59AlqsgxtTCaJtnheZpyUzOsC5yF1kbiWzMJUeV7cQmyhYqcCCQgYwLAtm4qxcW3KEQDqR/Ak+Ml1LiYbELhnZ8lpsnL6DWGyhzO/dhuDB/Jnebn1bUYU0mZLMZyWxEMpuRTCYcopMe+NyTJk3io48+YsSIEcyYMQOAVatW2WXonzhxws5LkheyLNOlSxc2bdrE6tWrqVChAitWrKBKlSq0a9cOiyU3mXj+/Pl07tyZ/v37s3HjRj744AMOHDjAnj2KcnRAQAAtWrRg8uTJrFy5kp49e9oMnrFjx9K4cWOef/55ateujbe3NwkJCTg4KPFvV1dFb2bXrtyM/wsXLrB8+XLKlClDVFQUer2eiIiCWfUAqampNjGzwpB/1l6zTW+OuE/FK9XC9iE9oIy/ksAtiiAKCKKIV93GNOn1Rsl+iFLCy7MsXqPPcWDlW9Q+txwZSNR5kubohSyISIIKSVQhC6pc7hNjwRLM0iA65jQNd/3Pft21bTDm2gO1+yBo06YNJ0+eJCEhgR9//JE+ffpw6NAh/Pzsq3iysrL49ddfGTt2rN16WZYZPnw4fn5+7NmzB0dHR+bNm0e3bt04cuRIAe9fXmQkXbd9zjFcZOCWUyCG7jNKVB5fGESD8jtpJROXzm2wXqdko1aQsb5T1kR/KU+5tYOTFxUfgqTA44KVmydjNhmp6dmCcPcmGCyZJBqUnKJvflnG+eh4xg8dhP72DYwmM/3e/4TJc36gbEg5di69yLzN44lKSeLZXq356SclTHz06FFq1ghg3Lhx7Nixg0GDBnHo0CE+/PBDQJl0OTo6Ui4omISMDMyO3tStGkrzetW4HBmDn7cXQ/r2IDEzt9DiypUr6PV6Lly4wMmTJ3FxcaFixXvnv2i9XQB740wURFBBzdF5eK9MmUiyMymX65L14a/IhAD59ZhMKDWwKTh2dUNbtjxp+/YhpWbgP3gwKpWMJTuL+D//xJJhQEhPRUjQIlsq89XeZXy9b6Fda77ObsQkJZJ47CSClyej3k1lzQEjiXozoR4ibzcQeT0P353BYGDUqFEsXbqUrKws2rZty+zZs20ercKwe/dupk6dyrFjx4iJiWH16tU89dRTRe5fFAS5MAaffyHS0tJwd3cnNTUVN7eHPyPe36g6nmkSLJhG1YiuD739zZ0bEnKj5ANN1LCuSvVRKXHkyBH69OmDm5sbbdq0sRkvP//8Mzdu3CAoKIihQ4cWa7x8/fXXbNmyhY0bN7J69WoaNWpE165dOXPmDBaLBUEQcHJyQq/Xs3r1ap5++mkbSd3u3buRZRm1Ws2KFSsYOXIk77zzDj///DNdunSxMUWCYii+++67SJLE2rVruXjxIk5OTqjVapycnNDpdKSlpZGZWfhMwN3dnV9//ZUuXboU2JadnU3z5s0JDw9nyZIlhR4/fPhwdu7cyfnz523rtkx/j+AfNhT5/VoECNm7HXfvogfAvwOJE0LwNqVxxrsGlkZDkMwmZCx4+IUTVqnkHUVmZgpOX5azW2dG5ETLj6jc8EXcXR/dfQqCYHt+ikOlSpV4+eWXGTNmjN36n3/+mSFDhnDnzh18fX1t67dt20aHDh1ITk626ysqVarEkCFDbANaYbh2ZTsVfnkGAbjuHEx8taep1+7jewuv3gNHf+hMg+j9996xqOPLNKfB0D8f6Br+aRgy9RzfuI79K3KpE1w8vTCbzZiNBswGA6NWFH6Pjo6OPBsxnMoB9Rj3a/9C93HQqWjWvDWvvPIKixcv5vDhwyQmJha678CBA1mzZg116tQhMjISDw8P6tSpw6JFi4q8/latWhUqfZMfF+dvweVyQUp+S2sd5To1si0nLZ1B5qnS6kVlo2mux7/b07BnOmz7jAxzV1LMQ1GCn7mYvnc+Gy7t4Nfn3wRJMbq0zY3U6KeEPocOHcqOHTuYN28eoaGhbB7dlOErY1g57yt6vvwuAK+//jp//PEHCxcuxNvbm/fee4+kpCSOHTtm88bnx8aNG9m3bx/16tXjueeesxkvpR2/n3heHhO4DRlE9Jx5CBJIKgFZJVr/BGSVKs9/EdnTjYh+pZ/dZ2Rk0L9/f3788UdbXkgOBgwYAChJq8Xh1KlTTJ8+3W6GGhQUxIkTuSxH48ePt3GuDBs2jGXLljFx4kR27tzJpEmT+O677wgMDKRRo0bIssyVK1e4fPkyM2fOtLUxe/ZsnJ2dmT59OuHh4WzZsgWtVovZbCY0NJQ6deowcuRIPD09OXz4MGPGjKFnz57Mnj2bW7dukZKSwsqVKxk4cCC7du2iWrVcRVmTyUS/fv2QJInZs2cXep9FzdpbvzmB7YZszAkJduKZyDJhWy6iksGQmQb/sPGSQ7ZWM/EsbBxpWy8Dh5p9QOP2H5WonVMbx5Lfb6VGouHuL5B2T+BgvWEK6+19wGxO58LFj3F2rkhI8CA0mvubdMiybAsD5MVPP/1Ejx497AwXwGbsFpaAeS8Kg7BKT2EcE4OoUlFBraPCfV1xQQjVu2OJPoBYSqViUNITvFMeXRL534UTG/+wM1wAMpIVT3O5us+ReDuTaX3gUuxdZFnG19UFvSCy8/ZddFodjSp0QKVSM2XgagxxJ4ktv5PZc3bx3HPP4ePjQ82wGN4YvRZQGG9jY2M5evQoQ4cOZffu3bi6unJu0/fEZ4dgQiZ8xCgkZKRWSlG0JMiMGzcOlSzw8bix952wa7qTAdgbL2kkoYpz5tLCrWh9XfBvEk5ysj85hdmCeBGC9AhpmUhp1RAxIOELaPK17oDh/DnoBlz8E5DJluqT33CxyBlInilofRwJbuSM8awiaCqdyyW/O3DgAAMHDrSxA78a4cn3++I4evo8PVE81z/99BM///wz7dopnr8lS5YQEhLC1q1b6dixY6H3f6+k/JLiifFSSjwqR1WTXm/AQwg3LLu4jImHJhLmEUa7cu2QZAmtqKVnxZ588MYHdO3alXbt2hUwXkqCzMxMnn/+eWbNmlUgNyQvGjduzOLFi+nVqxfDhw9nx44dNG3alF9++YWZM2dy8OBBxo0bZ3Mtfv/99yxYsIDmzZvb2ujfvz/t27cnJiaGadOm0adPH/bt22cLGbVu3ZpWrRSOh1q1auHp6UmvXr2YMmWKzXXboEEDjhw5YkvOA8Vw6dOnDzdu3GD79u1FWvm///47mZmZdtw0ABqtAx3HFK4Nc8EqK/A4ZOJfD2mGz7UN5C3uFXLkAqNKxlOTkBhJxJnFdusMghqdlYpfRKbK6SU2uv7S4srVycTHKzPpGzdm4unRBC+v/ty964pG42pdf4OTJ0/i5eWFt7e3TQcmMDCQxMREZs+eTVRUFL1725PUXb16ld27d7NhQ0EvWUREBJ6engwcOJBPP/0UR0dHfvzxR27cuGHjJioOD+plKQz1mw2HZsNLfdz5GQ2plnLZJgT5b4ZP2dAit908sRJREwaiK1mmaDaevkSawYi3tzfP9erFs82HcmFnIpZqS9i/PYm1m9bajl25UtFh+vjjj23r5s6dy//+lxsObdmyJaDQ9o8sQlj4t6/f5lyqFw6C6sEqjayHppZJRdSpcb3ujBtecMG6/aKJpD1n0KH0j8lOCdT8dGiBZiSzEkqUkYmeNQchto51g3WMuqMUImTjUuBYleCCmOzB1WuR1Hx9LDqVhjqB1fiwVW9bVkzz5s1Zt24dL7/8MkFBQey8qudyosTMVsp05tixY5hMJjp0yM3PCwoKokaNGuzfv79I4+Vh4Ynx8h/Drxd/RUbmaspVrqbk1uNvWr2Jq8evcuTI/ROsjRw5kqZNm9rpEX1zM5bXdpxkQqUyDAn2JdlkplKrNlR0UoyM2rVrM2rUKMLCwvj222+Jj4+nQoUKyLJsm+lKksTAgQMJDAy0WfDu7u64u7tTqVIlmjRpgqenJ6tXr+b5563ESrIMR36C5BuAQJNyCuvj1atX8fb2tl1f3ll5juFy5coVduzYYbdffhQ1ay8KeWfsovjP02c3GfBrgXU5oSSxGImK4/u+Rz6zUjF0ZMmuDuKUT20yA2oQcTZ3dmy5jwT2i2fXAyAJ9srPySkH2bFzB6Pey634evddxT09cOBA5s6dy8WLF1m0aBEJCQl4e3vTsGFD9uzZQ/Xq1e3amj9/PmXKlLHrWHPg4+PDpk2b+Pjjj3nqqacwmUxUr16dtWvXlojV+XGCWlKYtqUHLCR4HFCxYROGfjefi/t2s+fXhQW2SyYlz6pOSBB1QoJw9vDkte8VFuzUu1kkRC7ifFJZ6tQpmyfkLdOmvorU1Bh8fD2JunoQr4BKjBkzxsYIXlIYjcpEx0t8wGHTyhWmug0uYm6Kd7ImAQCtQYuzmDupElwLP5+oVmFKSyF+xfJcw0U8i+cz1mfe0ROyksEpBTKUPKl0VTKyh4CQDLUDqzKj60eU9wohKfMSMw78xjO/fcz5Cb3x9vbmm2++YejQoQQHB6NWqxFlC/O6O9C8UV0AYmNj0Wq1eHraJx/7+/vbBCgfJZ4YL/8xVPKoxI1UxYXct0pfIlMj2XNuD3/N/IsDOw/YPBelRV6+g7w4npaFA/DxlTt8fCW3xPFoRG6YxtnZmZo1a9pCPBEREcycOZOWLVvSsWNHBgwYwLVr15g2bZrNeMmPAqGBtDvw53jb4onLXwFwe8dC/P39SU9PZ9myZezcuZNNmzZhNpvp1asXx48fZ/369VgsFtsL5uXlhVartbVV3Ky9KOTVrHrQirRHBdvsPJ/30Gw2cGTNu1S69Af1TKlFHh/U5yc8vcoSdW0LwVlKsqqHKYM7t09QJqSu3b53JlckKPtuYc2QU2QpA+EInPIvR7JV26VOHUf2H2hPRJPCxSlztLLuhYkTJxZLdtigQQMbI/TjCKMhk9MHvke4uBHH7BTUkhG1xYRaMit/shm1ZKGyOR0A6UEH1McEbj5+NOrZixpt2qN1dEKt0ZCWcJf9K5aQHBtDcswdstKUZ7TNoFytHndfRwzeO+BOruitj08kZdxUHL7ojF7vD1fT4cAmYBMqlZEg32sMeW15ia5r97IpRGbqQLDg5pjyQPcoumogFVxEd0AxKpxeCqFm9dwq08zEFDJuxZN+4y4V27YptB1jSiLxk88DuX0tZUVcq1RX3nGVEnQKbq1BX6UGDu6uqLS5z0lVswVpYW/E298hVm1LtzmHCAuvzqJFi3j33Xf55ptvOHjwIOvWraNcuXLsHt+R4X/GErjnEO36Fa3XJMvyQytsKQ7/jSf+b4HyY9yvsOLfhYYBDdl8czPty7XnkyafsP76erb8uYWslCzq189N/rJYLOzevZtZs2ZhMBiKTK7KQVF8B6njR5FZsy5eX88DQMrKxHLnNutQOtUbN25w+PBhzp49S4sWLahcuTJms5ny5ctTo0YNNBoNAQEBJCcnk5qayvXr11m+fDkdOnTA19eXO3fuMGXKFBwdHW2JtwaDgZ37DtG6ggV3ncCRaAsj/8qmrJvAqKnziRk3H3d3d2rVqsWmTZto3749kZGRrFu3DqBAIvKOHTvsVF+Lm7UXBcmSq2os3uO7/KeQY7wIUm412JHtU6m5ZwoRcq5WlkFQk6x1sxG0yYLArZAIIqzl0cEfXOHA78NpcvYX1Ej4zm/L9f5rqVAxt/MNyr57z0CGAKiQqRMXydHa/TALCl9Ktar3F4b6tyM9PZ5zq9+m4u19eJvSCmHqKBwSAsnVC1c1/rfCyc3d9tnNx5dOw3PztixmEyp1/lwP8HEL4FoeipiEhFASEnKW8vIeg8Wi5XZsVS4cW0PV+k8Xey0pCVGcikzCJDjiI7lSNbE211btxTnYG0c/D9xDS5ffFjagFbf+OIxktCCoBJzL++FT3T57ysnbAydvD/zqFs28HvvNz4jYJ/SKblZPjikLMqzej63jcfatCr6d7PdVqxBbDIWl2+Diepwv/knNAFeuHNtJ1pZsPhrzKat/W07X7t0BqNXCm5ORiUyb+zPt+r1OQEAARqOR5ORkO+9LjmzBo8YT4+U/BsFmZCmza62oxbmaM91nd2dii9yZ6ODBgwkPD+eDDz64p+ECRfMduA5/D12EkntSVT7LqUvZJL87lJzsnRy3v0ajYeDAgbi5udGqVStGjx6No6MjJpOJw4cP25SoHRwc2LNnD5999hlGo5GgoCBatmzJzp07iY6OJjo6GrPZzOEzV2ixOwujWaK8h8jQehreb6bDqeOn0HJUgesPDQ0tcb7SvWbthcHOqH0Mcl4KQ45ERbWYI0RPCkMtm2lgTEFA8YJcdylLeouR1Gn8MvkzmvKT1kf0ms2xwBrU3vIxWtmC828DYExkgXPG6rxI6PwlyDKSxaQoKgsiPmVqEn/rKLU3jkQEGm1eRrLaBWdLFqfPfESDVzc+9Pt/nHH+1EqqrB5CkzwJuzKQrHYlVeeGSdRiVmmwqLSYVTosGgcsagck10Bqdf6Mxs5Fh0D/ayjMcAHo3HcmrTISObLjOy5GXSA2viKyrEKtNtCshga/MtVIuXsDL/8qLP/jJAA7D64s1ni5enoTS9fuxmJR2Hprm0PxwAcOy5gPJ5BOAndCT1LttZInoDq4u1D5xdKXBueFOT0ZMbMGAIL2MP5jhqN2dASsEwitEzw1FrZbqzf3TIPKHQv2TWFtodrTcH4NBrPEhet3aOF5F9P2nZjMFsSrfwG5Mh0qwVqmD9SvXx+NRsOWLVvo00epUIqJieHs2bM2Ad5HiSfGy38MOe66nAdMp9KhclQRrYrmm+hvGFprKA0DGuLs7Iy3tzc1aigvQFJSErdu3SI6WuFTyNEjCggIsPvLD9EvEFWgMrRdFKrx1bPuvP5HB0ynjyOlpuDl40vrphF8/vnnlCunlNwuW7aMMWPG0L9/f5KSkjh+/DgTJkzgtddeQxAENmzYQOvWrQkNDWXhwoVA0dT9JS1PLA0sFjMXD/yJZJFQa7WIag0BFWoWW/4s2+W8PJ6vVabaCYwpOEkGnPKE4O5qPDC+tIawfKGfe6F+s+EcNRmov3M8/oZkjs3tQP3XlHBPstoVL3M6/oYkfGr0QK3W2R0rmc34+VbhUFIkTQ4pVWaeZiV0FB5XQqmM/xDSjy9BZTVcznlWJbPmc9Rs9hpeOle8/uFrKw2yjdks3zYCwRIHggYZFQhakA1odOH0bv0xGrX23g3dJ5xcvGnV/VNaAaf2LeLS5a2UC2lA43b2OlWhx34lMroacXcrcHr/Emo1LVwI9cqFv7BYFC9QSMAFand+jZtLD+KY5ICDNV/FEpf9yO6nKKTs2wN4IpBB4Ni3ETWFGHQtR0H8BTj7u5Kkv/F96DgRVMq+o0aNonv37pRtOJ54v/588Vp30gwyA1uE4ibG0KqcitFzN+HYYCflypVj1+FkFp82Mf0zJYzl7u7OkCFDeO+99/D29sbLy4tRo0ZRs2ZNu/B/27ZteeaZZ3jzTUUsMiMjw04f6caNG5w+fbrU38Hj2cs+xhCHfMB+tzGAYJvJ2vnHi5jcC3br5SLWF7V/3vW5GwyOanynTrLjnckxXmTrOXwclZRLg8XAgZgD6FQ6GgY0JD/WrVvH4MGDbcv9+vUDYNy4cSVObJMRGXM9nSaTZ3JRr7zQM8JD6BdoPysMCAhgwYIFhTVhQ36DpDSekwfFxnd6E7blos3JLAHRwJ7moQhengohnUoFgoggKiR1ssVMjmn1OJRKF4o+8zn213hEizVEJAhkuwfTsM8PBYyLkqJB65GcPruSWglnqBd7iANr3iHi6Rmk9FuK15JuCICYp0wz25COZUpFnKVsQMCp67ccDOtCuahDuJsycJIM/4nKmVJDzB18QtIiYd9XGPd9hRHu+W0YRQ0xXadTo07ve+z56HH40naCdVuL2HqUFTst9G9X+krH4nA6OpYsk5EGIcF89edfxF+5bJVPsVBRayHm3BkOnX8ZQZARBQlBkLFIOYmyAk6uJUvKj0sqy5xfvsYx25eKmgBqWBwREVH55+YRmg1GLkz8E6csZ4xCzgQhT78l5F2Tu96ikajwZiuc/UtmqloycwymtMINlxy0+UjxwhxfDId/gDO/wfCD4BpAVFQUzz//PAkJCfj6+tKkcRcOLv+EcrXrw7TKLOsVw5idyfTv/wJJScmUc5OY8JSO1wbkemK+/vpr1Go1ffr0sZHULVy40M6bf+3aNRJy43ccPXqUNm1y83hyvPOlxRPjpYRILeOGZ1oygEJW9zhAbyLyr1X2xgv2xks172oMqj6IhecWAtAiWHEr5jcOBg0axKAiSgSLgizLbLqbyqCz9hwTOYYLgOYxDaEUC1Nu/kqym2j7vcP2RgKR9zzckPVgrLaPCqGhEYQOe/hJqjVe28nNr2pQLiuGxicXctjJB58KrWzbjy205mMIAoEJFwiWlOdDRMZz++f4DVxNQEB1Di7pT5Or63G1ZHH96i4qVGxV2On+k5D9wuGG8tu4WbLusXc+WLKI2vsNPAbGS5Yx3TaoZDi8j8VixCIZ8LLMAUCrUQbnLJOJAzdu4eXkRJ3gkhn6N5NTmLdxM2ajCVGtQufgQKCfL3e2K7IfvwcEI6Qm45KlB6CM6xnuxNe8Z7vx0WepWLPwsl53j2BEMQlJ0mA0KgZPlpjBYfEq11VxNA8sR61XcvONki/fxtPgAyLocCzRfQFggjtbTpY4nGS8HoNAIAj36Gu8w6DHt0p46LeBSvXRhT+g0VCWLVtW+DHn10JGHAEuIj92kRl/GH655M/NqFvMOgwZM+bxyZf1EEURBwcHJk2ahCzLrFmzhq1bt9KhQwfefvttXn/9dUAZa8qXL29Xmp6DFStW0Lt3bxvJbGnwxHgpIdou28r1k7uRJQuyLCs5DrKsfJZkBNF+kLbLts7zOW8liv0+RawvcLzy+er0iVQ4EVfgOoU8pn1iViJ3s+6y5ILCIFvWtSzdw7qX7IZLiE6+7sS2qQPA9sQ0tielYZRksiQJD7WKDj6leyAfB3g91R52XiXRU0XTfae5ef4gF5b9gJyZiWw2K6R0VmI6LPb/NZXD6Fi5tKyY/26IajXur24j89s6OElGGu6fSvqhXC6chlG7izw2JCuO2AXdYIy9AVxuSU8Yn/KoLpnx48cX6EzzlniWRC4jNjaW0aNHs2XLFtLT06lSpQofffQRvXr1KvX1NGr/KQdlCZIiAew1juz6A/s+o/GlVYgoHD6PA8zmLNugIggqjOY0jJlHyBnHz5xJ5dCxmThkpKKWJCyCgM+IkQR73JugcMX+Q6gun7f58SQgr4Sjc2yU7bMprAqqjPOQDlqtngDvm4o6uKwkrsuygCyLOKhN1G/9c5HnbNrxPXz81nHz2l7MZgNGczbpt4K4apRJFDJwrOWAqM71MsRtPY8HHgBYnnJU+gZZBtnqZ7GOGYCyQpbJPBCLu+SDOaMg0WJhkAx6xIQw6+GVuT1xOuoyzjhVq4ZrrYaIukIqSqs/Dat0YDGAb36JgTy4uR9W5HJbTdlrZO7BWBZ99yXVr//A0UtRDJ77M+4hVRkxQgnFjRw5kh07drBkyRKFiXfzZoYPH05QUBA9e/a8p+Dt/eKJ8VJCaHVOhDfudO8d/yZccbWy0Ur2nVaOcXMm4Qxtf2uLRVYqSzx0HsxuNxtHdSlmA6XEU95uPOX9aMQK/07U7vwiVz+bg3eyhWsndlCpflvKf/Hos+f/LpjNZsaPH88vv/xCbGwsgYGBDBo0iE8++cSOfOvChQt88MEH7Nq1C0mSqF69OitWrKBsWYXGKv/gHRZWntHVohgQLuNmUVhs72rcbb5AAVDJFjzMysw4W9DgIJtwMiuehoDmb8JVhQPGLKh41DVb1atXZ+vW3BBHXle3Xq+nWbNm9O7d2078My8GDBhAamoq69atw8fHh19//ZW+ffty9OhR6tYtXf6QqFbTpEvx4ZTDWyZR68BXaCUzOd9njikj85iU5+eZhDlnTVKEKq1djsmkRZ1kwUVKtu2jkmVSsjJLZLzoM/S2zxnuXrikFq3zFhISgnhJ6RvVaiNlyzbF1cmNWg164ehc9Lkiz2/n6OFF6I1ZaFQqTJJEXHIgWm0m77zzAwBrZ7wLVs4XtwDlXYi/eYG9y5bimlYVN9ww1oOKHUpWL3bm5GrQU2TKQQHIOeKJysRQSGuIJQ3SL0D6yiOI4gVcBzTBtWot++MCaym5L3+MgJf/Apd8Slz6RFiQx5joMo0Df3xOzxaedO0/HL5bSGg1DUsz6nP06FHbbgWYeF99le+//56jR4/Ss2fPewre3i+eGC//MeR4XhKzczU7gpyDmNxyMuXcyhV12BPkgbOrF9GVvQg9n8S1DcupVL/tP31JDxVTpkzh22+/pUqVKmRmZnLjxg0mTZqEu7u7bTZ16NAhWrZsiUajwWKx0LBhQ1588UU7nqD+/ftz9uxZDAYDsixjNJoZuCINh1E16O10Exnw/fiW3bkLiLL1daRNdYWxNjQ0gkPlnqLxze3oVY7cXxZOyaFWq4tkii6JXMaBAweYM2cOjRopejSffPIJX3/9NcePHy+18XIvnD7yM432TS5yu/wYECMCNK/eg3X7ziCbIgEzMhqyLRXJup6AXu9JQKvOuDs7EeLtxeZFSt6bv1Vg9V4wGQxoAG2dBnzZowvHoqLRG42U9fRgzvwFOOvTydbqEIPL8VyDuvyh1ByQmenJ3kMpQAo7DozH2yMKZ60DPfrN5dihZTRq8jyOjo4sm9+fi7cqgS17LReZmR5cPfMXFWt2xNXXDSFZQBZkvv95Fe6sJxUjIILmEiZtIp2efb3kX5o1C0FQlSzELjo44/NhexLWrsEcnY6YKSKYfJAJADRIUlXSf/8D17H5jJcu0+CHVpB0HaZVApcAiHgDmr2tbN83I3ffFu9Bo6E0753I3LlzuRwZRWUETsVa2HvkFDO+yTXoCzDx7txZQO4lL/IL3t4vnhgv/zH4O/nbLT9b6Vn+17RgrPEJ7HFm50riJkxEZbIgqQRC71jzMvafuMeR/z4cOHCAxo0b06hRI5s4Wp06dWyzKVmW6dq1Kx4eHqxfvx43NzemT5/OhAkT6N8/V/QuRw/m999/t4myXb16ldOquvTmZh5hglzo9Xpq167N4MGDee45JfEvb4hEyFFN/htypa5cuUJQUBA6nY7GjRszceJEKlQouVpR8+bNWb58ue27WrFiBQaDwY4zqCS4fnUPmRmxduXksiwpeWuyhGQ2UXXbJ7b9z3lWxdTkVcynV1Ir+iAGUYO6yavFnOHvg7uzBwM6TLUtT9+4hZQj+xAJIsPbj49bKUzYl+OVBE5JEPB2Kt4bLEkSoihiNhnRAA46HaIo0rBsrnLx5PdGYpFktHlCOO4uwahUJiyW3ITW7Gw37sQqpG7TrOW8Fy8OYtjry7kaHWLbz9k5CUGQMRicMJmU61u9aT1BhxbgqHWijK4cUUZlX8VwyUW8335E9Zsl+r6AXI+LWPJnXuvhTdDAIXbrUo4eION3a75epYIGGEF1oO8vsHMyxJ1ReGC2jFVKqE8tg8i9ufue+R2avs0HH3xAamoq4eHhqAQZiwQTPhyUy3QOBZl4RZF58+bZyb3kxU8//UTVqlUfmAvmifFSQphNRgzZGTi7PiaFi/mqinIQERTBwk4LScxKRC2qaRLY5J+4un8dbv62mLDbBdWptXpjIXv/u9G8eXPmzp3LrFmzqFxZIcG6cOECb7+tzMAuXbpEYmIib775Jp988gknTpwgNDSUpKQkli5dyiuvvEJqaioWi4XQ0FDq1auHh4cHvXr1YseOHYhWwrvCqoYKE2XLu58oma3rHm0YJEd/q3LlysTFxfHFF1/QtGlTzp07V6xsRF4sX76cvn374u3tbVM6X716NWFhYSW+jiPze9Lw1s4S728UVIS+8ifOzt7Q+GUAtECNErfw90CSJKb9uZnMYwcRgezQMD7uk5sLdNcaAjJqtMXqBK04dpKTG9YjqVQ4GpWcEEddQZ+cShRR5Wvmuf5fU/HYn1y+8Beduo3h0uVjnDy+iKhYeymJmLiq/DC3H87O7qSmKsnDOp2eYcNmo9Pp+PnHvly7UxW93psr+pxno/AYj0aTTdMm/Yr7agrC2pTwIHpJgJyRCLgDZoL6vVD4TlW7KX9/vAPHrBWf3zUquF/KTUiPZfnaTSxZsoRff/2V6sfGcvJqFO/MXUJQeEMGDhwIUJCJd/duhg8fbif3koOiBG/vB0+MlxJi84D2hJyOR+8k5pZIPwTIQu7MUxYhpwRbFkBSiWQGeuAUm4Iu04xFLWJRCxhcHdAUcQ2CIFDf//9XwujDgGN4Vdh22W7dzcrueL/6eMxoHybsZlPWPI/u3bvbZlM5yXXz5s1j4sSJTJkyhU2bNjFmzBh+//13XnnlFY4dO4Ysy3h6euYZvB0pV64sUTdvQpXCjZfCkHc/wWq8PGrPS14DqmbNmkRERBAWFmajRi8JPvnkE5KTk9m6dSs+Pj6sWbOG3r17s2fPHmrWvHeVC4Cksh+I5Xz/8/quTIKKS11mUOsxJqS7m6Fnyg/zcEpPQbQmpmpq12f8M/aFAokZSpWMLIgcu32H6JRU4lNSSU5LJ/bCOVwycmUqtAB5GKxLQz1fu35XatdXqjEbNOpGg0bdANi4ZhI37pwj/q4i4hodG253XFJSCBtXvMnTA37kuednM3/hu6SkBKLTZaLXKxNYB4d0nJ2TUKtMyAhoRBM1wxpTuW6PEl8fUOqwUVFwDquInruAGv2daJzLBBW+Y8qtXMOlMPiGQ/vPwC+c0aPb8+GHHyrUGTETqOms5Wal55k0aRIDBw4kKyuLjz76iNWrV9tETWvVqsXJkycLlXspSvD2fvDEeCkhQk7Ho5bAPeNvLpOOj8+zYD33XVOhuz7B/aPtW5M5XrkGd7/9lrJX0wAodzkVRk3lqCDQoOvge7Tw78Hy5ctzZ1PVq1OrVi3WrFnDokWLGDhwoC104uvry6BBg3B2dmbTpk0AnNq3GXm8OzFnTIgCZFzaydYBTvg4Cay5aOSL3bdIc4qGKk4lFgu0CxtZyRWdzVkc+HUgFklQvDCiCllUIwgqUKmVqj2VBkFUIag0iKIGQaXGrUxNqlbPpwxtNsLdCyCqQe0Aah24+NvIuiBXf+vKlSsluuZr164xa9Yszp49axOFrF27Nnv27OG7775j9qxZHNv9NZqLGxAbvkythgMKbafxwBWcmtWC2gmnsSCiGq8ksxY2jOmAWoWsf5yw9+p1XKyUEhZBwLlOAz7sWVCpO0WveDkdDVn88dOPdtvyp3BmeHjjkpKbw1e5qEG5FOj89BgmLZxJoLgfs6RFktSkpARiseQS6GVkKxInTi7evPnmogc+Z1Gw/dbnDJwbswYEWZkgCyA7QNiwNjj5etyzHW1wFQQuIOND4vzfcB47ovAd3YIVsrrru6BcBGwdn7vt7RPgHmJ7NzIzMxXPmCxDqpK/plKpbEK0JpMJk8lUwHuWd5+8KK3gbXF4YryUEGmuKrxSLdwZ3oMyDVs+lDYLlFxbLMjIyJIS8zakpZB8/hQ6Xz/8qtfHbMgmetYMQs/nydZ3dHoo1/IEUK/ji9DxRWJunOXY158StlnRqHd+70uy2jyHo9O/v5IKYPTo0bmzKSu6d+9um00FBgaiUqkwmUx4eXmhUqlo164dwV5aMjKNCEB8hoQkw/wejlT3U7w3tQNUfHPIwLm7SqcV6RJC0cosucjrecn57CJlE3F5TanvTQb2RL5Hi66f5q78opCO0rsivL5fMWRQ9LIuXLhAixYtCu6bD5LZTEaaYuAmJF4hblJXXE2ZqGQLYmQaluTdCF8sJYcKMvmvy1CE8QKQGVgHEk6jQiLqzimCy/y7lK0BkvSZTP51GU53lAEuy8GRsSNH4qIrnE23UoA/l0URtSRhVKkx6RyRnZxQOTohGQyoUpJQBZejQ9PGtKgQyqGbUZy4EUk5P1+eqlzysFxx6N6xL4vXu+F05yYAkmDEzzuShMRQvL0jqdP+4ZLpFQXZQQATipK0jH1EKgPu7DhFpT7Fcx7dnvo1QmJdsOrAi/p63Pl9JWV6PVdwZ1FUEnUj3oCj+TwwGz8gvttilhy+gYeDSLfWDZkwZgRl97xHdT8VJ2IsTP9rIS8PUwRg8su9lCtXjl27drF48WKmT59u1/T9CN4WhyfGSykRWK+pHSncI0c+vbWyNZpwYOYnSBl6RFdXIoZ88Pddy/8TBJavgVuDhmA1XgAO/TKd1kPH/3MX9YDIskgYJAmTLJORmUl+313emZJWq6VRo0aEhYUxa9YsjEYjvr6+uDup8XcSuOUYgL5pB9g8i4ttpuLcsA4alQMqjRbDtMZog8qT+f4eKjt5lOja8oaIXFuPIn7VUBwsBgRZIbIDhcdEkHPKg5Ue3vZZVv6rkBCAMmeWQ47xYiqcun3U0rN0d5lM2dYvER8fzxdffEFaWpotjl+UXEbUye/pGvkr1SwyFb1Exg7oxbQODng7Cqy5aGLrNTPrX3C085zo1Y545r+APGjYcxqcWQxAysrXCH77QIm+t8cJm85etBkuAI7lKxVpuABElC9L+KjRAHgWk7A7Z84c3pozx1b1Vb16dcRPP7WF/UrCxzNs2DC2bt1KdHQ0Li4uNG3alClTplAjPJwvhw5mwd6DnD+wD2d9OgmJoWDJIjExlMVbdvPl0Ir394WUAlXe6Uj0rtNYDGZki8IhJVtkpBMZOIvuJQq+CikayEcu4Hr9TziUAGUaQHAhqQRx5+wrjEQ1XNlM9lc1OW0ezEfqX+hdOYqxdwSGb8gmXi8T5Cow7IXn+fTzz22H5Zd7KVeunE3uJS/uR/C2ODwxXkoIG13/P8wY6+lXli4TFv+j1/D/ARH9RnLM2Y3MWfMIjMlGf+H8P31J9wWTJPPxlSiWRCdYh3bIbtiM0f/7DPfAMrSpVweAtWvX2hgxQfHO9O3bl5YtW9KmTRu+/fZb0rIsjGuhI1vtyGtvjGPs+Fl88uk3LFq0CG9vNxbPW4xer+e5Xn1wKqHhoiD3naoc3gE+UmbCu3fvZvv27dSrV48ePYrOI5AkCVmWET5XchEqZEeRkhKDh0eg4v5u9SHsylNm7OBOVFomz4+aRkL6BIUavUkTDh48aNPfKkou4+12PnRrBhqVwIYXHPlwm4HuSzPJMMoElfHl01EtaO62H6w8N6kqJ1zf2FPs3avVOvSiDmfJQGB6VLH7lhbJeiMHrydSo4w7IV6PzkvbrFJ5Llu1ND2btuStdq3veUxxRksOgoODmTx5MhUrKkbEokWL6NmzJydOnKB69eol4uOpX78+/fv3p2zZsiQlJTF+/Hg6dOjAjRs3UKlUDG7eBEvTRqw9dZak9Ayitiv6XCrNo9NgygutsyOhXRoXWH/u9FrFMNfee5gWggVk5bXBV/suoEGrPw8bV4Kggu4zILihks+SnQprhsOlP3MbaDkazAbY/w1lxbss1CqVWJKbBzM+6MKM8G5QsS1oCv5mJZF7gfsTvC0Ogvx3CcY8YuTQC6empuLm9vDd+/sbVcczTeJ611q41q4DiIiiiCCqFK0bUVUgkSy0QRsCyz9udQD/fhTgClm9mqefftq2fdCgQSxaZB+jbty4MQcPHizQlizLdOnShU2bNhVoJzk5md7tm3HoxCUkUeDZfs/z7bff4uHh8Yju7OFj7q14xl+LtlsnZerJ+GEm7N+JJS0Vo9FIu3btmDhxIv7+/pQtW5bffvuNI0eOsGLFCpv3oXqQhhOD1Fx2K0/ld0/ywgsvsGbNGnQ6HdnZ2ajVary8vLh+/botEbht27bUr+nFBM9tqGQLeqPMJksFwnrPo37DhkzvoKNmZS8qjz5oI7/Lwa5du9ixYwf169ene/cSMEOPz2Vz3l2mIy2Hrsjddm41rB+p0KPnQOsCH9wEVcnncNem1SQs4xZ3NR7ceWosOhc/TIZ0atTpi6hWc2jBMzS+uR0ZOFzuKeoPWIbBkEFK0i0CA2siqgs/18ENn9Dk8LdIwOnOX1PHWkn0oGg+ZTtRyVm4Oag5Na5DqZJdS4vRX07DOTODxr370bl6+L0PuE94eXkxdepUhgzJLRXOEW4tzPOSH6dPn6Z27dpcvXq1QGVYWraBKVOnorGYqdb9afrUL76tR4kLH6zDVfAkWZeA4KFWWNxVAoIoIKhFq8aaiKAWkQ0GXK4qfDnems9wrO4HWmdFyyiv4r17WVvuCgBVu0Pdl6BSe2V5wyg4Mg8LKhIr9cbvmUng9OgrbO9n/H7ieSkhJGsmeIU/T8OfJVPAvOU8B58Dx9FoC6Fr/hfiyPr5JH83B+fkLPReTtT98Vd8yzx6t2p+6PV6MjIycHJSZpIDBw6kTZs2TJkyhSpVFOrrTp064ebmxooVygB26NAhBEGwM2LyK1U/80xujG7FihXMnz+fyIR0fggOIcVNxeyTJxkwYACjR48u1nh6nLAs1p6F9G2+Jjp0HL+27kDyut9s67du3crWrVsZOHAgCxcuJCYmhqVLlxIXF0dgYCAvvfQSfV3XQuZN/DLjOfpjF15vKWKKD2TzoWgEAVq3bs3s2bMLiLJV1l1B00hhej4WbaHPolPwpZIR8u5mA2yOoU/82yxfvsbuWnPCWCUdcPf7NqfpXYWrokn0Nvb81I+avabj4R4E1Z+BSh0V6vOrihYOpizITgFnnxJ/nxarYniKgwd1Il4psL3BzR0A3HAOpvHg1URGHqDcwk44o6QyWBC4q/PkTsvRWLLTcTmzkrDUazS0DjAiUGvju0j1XyrS0CkORyOTOHErBX93B+qGeBCVrLAXp2VbS9Bl+ZEZMKJZOYdLIaXMDwMWi4XffvuNtLQ03n//fV599VUkSeLDDz9k2LBhtv0kSeKpp55iz549SJKEu7u7zWOj1+tZsGAB5cuX56+//uLjjz8mJSUFUFSSv12zHo3FzJWoaH59vg/9b9zAbDajVqtp2rQpf/75Z7GssO+//z7z588nKSkJWZZZtmwZffv2va/7lUQlJOpp8IGCSjD5kOslSjO/gGM/q9ew1QewaQwkXIK0GHvDBaD3YquIpRVdv4IOX6ASRPzuU6z178IT46WEML3cm5t/bFRUna2U/IKk6FYIOZ+tUBktBMQacNPLGLIyChgv0ddOk5mRjGw2Y7GYkS1mrq/9lcANxzGr7TsWg4MKj4njqdk6N/Hq+F9LyBw/BQDPaROo3qyUpXn3geS7t7GM/4oQa7WVV0o60ZeO/yPGS+fOnZk5cyaffPIJgwcPZvz48Wzbto0OHTpw/rwS3tHpdDg6OtKpUyc7l6ZWm/uSJyUlERgYyKZNm6hduzbz58/n+vWrTJ/+Neij2bRpEzPf6kudzaeQzFBtzgxat2lHjx49ChCtPa542s+DyTdibcvfMBLi09DWaYD/9hOEOerY0zgcMd+A9vbbb9t4X3JwfsYmyAQPs54Gd/YB0KI50FyLSVBxtHYYISEhdsdERkZyaXo9SEslU9TROhTkcQVnVhfcC4ZLcpzCxfGA5EXTN/7k5qRwyhli0MpmWtzeyNEFsTR4Z6eyg9YJei9QCLhiT0OtvqUyXADMVuNFJZkL3Z6l0uFiyUbv4AFA3MW/CLVuEwAVMgGGJAK2jCnyHFGO/pS9D8PldlImz/94EJOlcGd6nc+2kJplonf9YF6KCKVm8MPVHVNZy5ldHB7uoHfmzBkiIiLIzs7GxcWF559/nhs3btC0aVOmTp1aYP+uXbuya9cuRo8eTUREBCNGjOCZZ57BwcGBrKwswsPDGTJkCG+88QYdO3bk9ddfx8nJiU2bNnH5zh1UQGRMDLIs89lnnxEREcGWLVuYNGkSrVu3tqPGz4+0tDRq1apFSEgIixc/WHjf+7lwEnZfQrZYxxwLWMWZlMJTCSWsZF1Wm0VcBC9MKoVDZ+4Xvfkx4AJGjYCrVkbj6YdzNoy8nkZ7v1QYddXecMlBIaGhxxFPjJcSos3QcTB0XIn2zcpMI7KeEsOULPad3MbPhhL6694Cx9h4PY32HY9rphle+4Q/u1tnybJMhfWnbXqlNzasfGTGS3L8LU6tnU/GkSME77+Oe55bifPT0rJ16QXoHhZySncHDx5M+fLlWbBgAX5+fhw7dgxQlExzQhljx45lwoQJ+PnlanlkZmby4osvMmfOHGrVUgpQYyeN4/db8XRycODSmMm4iiLtN58CQJShSvlA3N3dUavVfPHF31OJkB9paWncuHEDJycn3NzccHd3t6Psz4HRaMRoNPJOaAD7UzLYnVxQfdYrIxXPG9Fc9tPh7eqKSqVCFJVwqEqlQqVSodPpbDN1sd04IjeMxsGSjShLqGQJlWzBzZyJRrYQcXIBMRfWkdh5CpnHluCYmUCmiz+BJqUzveEeSpaTj83wyQuNpaAoXY7xUhpPwa16r6M++i1+5iQ0soXaqafZs2EidVu+houLF+hcocH9l71brCWkKslSYJtkNmMWFK9TSOoNDvwyAN9Y5fmxIHKq/WRqb/kAFTISijGTJeo4H9gAs6MnuvRYIN4BDQABAABJREFUDMENadK9aBmA4hCdklWk4QKQmqWkaf92LIrfjkXxUZdwXm35cCp3JElCbVG+E7dCnscHQZUqVTh58iQpKSmsXLmSefPmsWvXLqpVq1bAeJEkic2bN9OpUye+tDLotm3bFnd3d9q1a0fHF15kwezZjP30U5o2bWrrRwDat2/PqDk/4AJ0HDyET3s9bdvWunVrTp48yebNm4u91rlz5wKwd+/eBzZeAhpUIaBBMSKKRUKpmIs0RGO0EoKlOyn/k1zhXV93/mq4iiCXBy9X/ifxxHh5BFAJuV+rlK+Tk88rPBIGNRi1ApKokNJJVmpo4d2h+FVWBtPLk8ZR/vRdACr8carQc0lJSVw7vUcps7YqXkuSRSm3liwKzbgk5ZZhW3LXS1Z1ZEmyKJTkkmQr05bMZjw/nYM/4F/IeTOb1yowI75wcCNR+7cq5d/Wtmz/5ZxlWVknK5+D23en1kMwglJTFVIrLy8vOnfuTO/evfnhhx/Ytm0bCxcuZPHixfTv35/Jkyfj5+fHyJEjadq0KT179iQlQdGmTUrO5qLBwMf+/uw1Z+GuU3OrohtmNyfUNatSJSQcPz8/m/Lw34nMzEx++eUX7ty5U+h2f39/WrVqhUajYf/+/URGRiLLMq+88gqLa1ag54krnErPsjum8Y3zlEuKY9niS8We28fHh4oVKyLLKqg53c6oEAQBU3Y8VS99SVjWbQINiQSuyRNOSTxr+2jUOFNv8DoO7/oKS1oM7pF7qZZ6BRm4G9qC/D68nLBRST0vAC06joCOIzg3tQHV9VfQyBZaHJ6CdHgKsRov7nb9lpp1upW4vRxkZqYQdfMgfulK/o9KLuh5OfljJ+pZRSc9zHoirqyzbTOJKuo1GwbNhiGZzbaQkBNQMvm+onHsZhLPzbGvUGpSwQs/VwdCvZ3oUSeIs3fSeGf5Sbt9jt9MecAz5yLLbLZVhrk9ZM+LVqu1Jew2aNCAI0eOMHPmTL7//vsC+x4/fhxJkuxI0Nzc3PDx82Pv4SPUq1ePBtXCObZnF9fvROPg5IQhOxutTker9h1oWk/RpKpWoSC9fmpqqp3n9nFHm3Jt+ZPVAFSOFugoV+XbMopnutuBQfx0fTR1uw38Jy/xgfDEeHkEyBurlvPP0KzLia89Tdv/Y++8w6Oo2jb+m63pvZOEhJDQe++9KyAiCChFQREVEKQpCgiIgAoiWCgCKk060qT3TkJvIYWQ3vtm+/fHJJssCT2098t9XXvt7syZM2dmd2ae85T7/mTWA/uxnevBuV9nYFTll3sWzEAFCNh1FYCAg7fRHCyZBbao6mxpQ2JlXrmg02rIGT4W77zHy/9O23sezjyd8WI0GhkzZgzNmzenevXqVK8uJklnZ2fzwQcfYGVlRYcOHTh48CBt27Zl2rRpHDhwgJAQUbfo2OeDATiiUxEUGED/G7eI+u47rFaupNP208X29SyTHu+HtLS0YoaLhYUFeXnifyMhIcGU31MUS5cuxdvbm7eAngYjl7NzTULkzrlZZn0ZDAb0er2peqcAycnJJCcnP3B85+lNrXJpdIpbjZWhUFKhqL5RutGR02fPcivag4gIFfCaaAABkhtSDn77rZgELwhIJBI0GrGfJznf2Q1GkHjsG6wNKqwMeUgAD20qHlsGoN8ioaDUuuCBe9q/A40GbSjWz5k/etIw6iBWYM5ZU8KYpPrC49YhIU+qIFtmRbbClrS6A028L/fLZTEYjAgC5Gr0fLfrBiF305j9Zk2qeRUP7/x1MpKQu+lci83kRnxWsfWtgtz4qHWhV6Wimy3Hbiez4XxheK5LjZJFKZ8EuZrC4vsHlUg/CoxGIypVFBYWHkgkxQ0ho9GIWl3cUwfwx5Z/Adh16gwXIyLRWVjh6F8Bo15PXv7//e7duwDE34mkdu3aVKhQgRMnTrD3322429vh2bINveuac+0cOHCA48ePlwozbGlAm6dCIleY5ZcBXD+4idNntrBKGUJ8fn2+YDAywKYNvT5dgPsvY5lsvQetTOCziLmsDPanfN3S4S173igzXp4BJEWqFwx6c+NF0OUnIT5CTNu9fBW6fbeqxHXnO6xEM2UOCo3RJCdQ+BLMPoMoPVCwHATTd3Fd/nKh6LsAAqhrBSK9EUn5UNGzERVgi97aghp9zA0mg06Hdb7hElHLDaNCJvYhEUCQiDd7iSDGWAUBVHkEnInBOkfP3h/HUsDMZHpoGo0IOj2Wt6KRJKYizchBptKgrhVIg0V/I7cojMsuXryY69evc+yYeTiuaKKcv78/ffr0Ye7cuSxfvpywsDCxasgoeoIAzqRnU8HJDYlEgoeHBwkJxbPkkpKScHcvyRf1bFFUb+fNN9800c/n5uaSkJBAeHg4x48fx2g00qhRI+Li4rhzR6ydjI4ufGC5URzDhg2jXLlyZssMBgPZ2dmcPXu2WOJsUWPCaDSazvvFGEcu8iGdLI5QQ3OLszWHY50cTMPowxgQOJkchOa//8z2YzSK6lwGXck5JCB6fh4XjVq/B63fIzc3l2lzvuUdxRYqasSHlhRDsfbOybeKLQOoG3W4cKyAAQkqiYKYWgPwvqdtrU+OkJwSiZO9KFBnQ3G22Pvhwt10+i85hdEIKm3hPeOrLVf4tF0gV2MykEokSARIzdXw++HwYn28UaccPeuUo6KbDeUciuctdK7mYWa81PF5EPvM4yFPW/j7Ke95oD5WP3mxHD8hhj0UCld2bG9Bt27d8fHxISsri7Vr13Lo0CGzcE9CQgJnL4ie6bxY8Tc2piZj4WhPWkI8B3ZsQ6fTYQBiLawIvyMmrbr7+NJu4BAUTs60/2Q0ozq3J/jKVc798YfZmIKDg+ncuTNBQUHFqhifN/R6PSOmN+SEf75hbzSKfEgGMEjyPfhFbFKHbCMzHQfTcsjnAPQY8QPNwq/xzpa+xDgLvHb5Y5aEf0Tj3iNexOE8FZ7KeJk1axZffPEFo0aNYv78+YB4M5o2bRqLFy8mLS2NRo0asWjRIhOFdklYsWKFGadCAVQqVYnx/JcdRd3cFzcvxdK18N+kTBf5H4THKM8sCfW6DoKuz8fld6auqMJq/GMunZo+3OXedNFqHFzKPbBNbNglMrr1RaEH78WPzrhodfwat2vXNVt2cu9e5reqzqXPB3DBygKsrRCsrZDa2CCzsSNHkBF1JxKlJgVPd1f8vN04sn8neTkZJI+dhJUGekSKnA/r1q0DoEmTJmRkZHDmzBkaNhSFy06fPk1GRsZTq6E+CSwsLLCzsyMzM9OsVNvKygp/f3/8/f2pU0d0eTs5OZGVlcWff/6J0WikadOmWFqKD7N7vRh2dnZ4enoW259EIsHOzo527do9dGyBgYFs2LABlUqFwSDhv7y2/Edb2ji2wbHaAH7753vUKKhdpyW5ubnk5uaSlZXF66+/jqOjIwaDweTtKfhc8F0ulz+R8VIA0Xsj429Nbzq38sKQcYMmF5aZeSRv25bHc/jBEreX5Rs6l1xqUHX4fmQyJTZAcVYOES7Ofo88Np3eQFxGHmqdgZ6LiucBAQRHpTNk+dn79uFio2BQEz961/fG0/7+iZZj/7nIxuBCw+XTthXxdS493heVVvS8GPK9Zk8KmazQy6TRJBEdfZN3332XuLg47O3tqVmzJrt376ZDhw6mdsuXLzcl5Rd4U2/HxdFhxEhO7N1DVFSUKay8a9HPVKpUiRtXr/BGt658/1lhUvosd3dy0lKxlBfKRgQHB9O4cWN8fHy4evXqEx/XgxAVcoy0+Eis7F0IbNq5xDaa3Gymz+rKf96pqPyLTB6EgrQD8buQP/mzzoNOsS5M/moPsnv4alwqVOXnRrPpe308WrnAh1m/cF47tFi7lx1P/AQ9e/YsixcvNiU7FmDOnDn8+OOPrFixgqCgIGbMmEGHDh24efMmtra29+3Pzs7OxGJZgFfRcCmATgIyA3gu2GS23CH/XfqUrtXnCWV+ErGd6wMMkiL3K6Ox+Mz2XngF1OTi200x3AwTFxR9qAoCUo2e8pdFXadERwnHqhjpdUIcR47BwB21mqVpYhlwHzt77MIyUEZmYy+Vsig5mY62trjKpMRotcxPSsbRCE037WVmTBzeW3fjfEjMESgnKIkNsIRIaNiwIfXrixkIVapUoXPnzgwbNswUW//ggw947bXXTOXYzxuurq5kZmZy9erVYlU9IBotBbC1teXjjz9+LuMqX748Y8eONX3funUrISEh3Lx5k4MHDwKe1K9fn65duz6X8RTFjRs3AHB0dKRxmw84uX6EyXC5ZVcBx4EbqehSocRt70ado+AsO3afj6yUSkdDE7L4btcNzt1JMyXRFkAqEXi9picftgrgm3+vcTJc1PSpV94RXycrBCAlR0NkSg6WcinTe1angd/9eTjCk7LZdSXezHDZ9kkzano7lMqxFCAzTwzj6J5yUiaTWRNQ4XPCwr9HoXDlr7+2iDpWD8DEiRPR+1XEKu4uBoOBGTNmkBh1F39XFwZ+/SXJn36Mq5Mj/fv3Z9WqVRgMBuRyOVeuXDHrJzk52Ywj5ty5czRt2hRPT0+uX7+O7AkqwB6GpNtXeOP8cDGxNhFq75+ITmIkwUaPSgnZlkXuixWhaCJAmzBLJvRZiF6rQa/TYNDrsHFyxz3o4fISgc26ssXKjm6XPsIgETi54Wda9Bv70O1eJjzRr5Gdnc2AAQNYsmSJWdWF0Whk/vz5fPnll/Tq1QsQGRHd3d1ZvXq1WS3+vRAEAQ+P0ovBvmhEv90c+bHgEtdpHKxp0uWd5zyiJ0PUjbMo8j3CljYO921ndoN5RN7DLlOX3XedJiqKsI6dAPjkQzH0tLYVyHRGvtJ/TO8PPzW1XZKWypK0VFrWDuLjLo25uGYPm+JjycrTYq+UU83RhqEu7oy+E4+9TEpzRxuTxmWuUoBPx8L+d4opoK5atYqRI0fSvHlzZDIZvXv3ZuHChWRnZ3P79m1Tu4iICC5cuICTk1MxorV7kZOTw759+0wEWTKZzORxMOZrXBX9XPR7WJho6J06dYratWu/tNdLwaSjgNwORO/Mi0DBA6pBAzHjpGbX6RiurkICpFZsT9B9DBeArDQx7GYEfHyfNq1WhNFoZMDS0yRmiQ97hVSCIICFXEr98o4sGVgfSX7y/t9DG3EmIhWpRKCh/5MRhX3413lCE80rzRytSn/ilJmfe6XQaTEYDE/lffHz+wg/v4/uuz4+Pp7Ro0ebvKTXr1/HQmvg/NZNpusyPPQWLQMrEBQUhFqtRiKRmCqTTp8+jZOTE8eOHUOpVFK5cmWsra1RqVSm51lwcDBNmzbFxsaGjRs3moxgwGzCrlQqGT16NLNni9QVYWFhnDt3ztT+xIkTgDgZuneiD3Dn2ilTRRDABd+CkGHJeV4f3Amgik9dbsVc5M13p+Ae+ORSnb51mtN0q4IT/hq2Xt9AC/4fGC8ff/wx3bp1o3379mbGS0REBPHx8WbaBUqlklatWnHixIkHGi/Z2dmUL18evV5P7dq1mT59uskNXhLUarVZ0lZmvlDay4IuXy95eKNXAJd+nEoAcLeCLVU8i2fgg1j+LT9yHpNfphQSWiWWhS7wf74TL+gkO7D+ejz1XhsCRYyXAhy5cIshoyYRHLESlUpFz549CQkJ4UxKOncVtrTp9RbTp0/Hx8cHrSaPnMwUFBbWzPh2Dt7e3kydOtWsPycnJ/7++2+OHTvG4MGDTesPHTpEmzZtTO3GjBkDYCJ4exAuXrxocm1fuHDhMc9KIbKysl5a46V58+bY2dlx9uxZVq/4m9vhYUybNo2/p/zOW+/3Q+EjemCnTp3K2rVruXv3LgqFgnr16jFz5kwaNRKDMveSCBbFP//8w1tvvVXstyiKjRs3EhcXB2DylllbO6MVpEiMegRlyZ7gnJwULm37HKc4MY+iaNLx00Kl1ZsMl0X969KpmjsyackPeqlEoEmAc4nrHhXda3nxw17zfJ61Z6MY16l0GXBz1YXJyt988w0Tv5yMhfzZpFTOmTPHZLiA6OkDUFhYULFiRV5//XXWr19PTEwMt27dQmllxbyly/Dy8uLkyZN07tyZSZMmsX37dk6ePMmlS5ewsbFh0aJFtG3bFoBffvkFrVZLWlqayfAtQNFkdo1GQ0pKoeL1rFmzWLascFK2YMECFixYQKtWrTh06FCxY8nJEr3HzplGyqfJueqpRSODPhHudG34DrnZ6RgMegRBwK1cIJUGibQY7Yv19GSoLfPnBDf5LyCbD47tIKj5c9Tte0o89r9r7dq1BAcHc/Zs8ThsQQnpvQmN7u7upuTBklC5cmVWrFhBjRo1yMzM5KeffqJZs2ZcvHjxvjO2WbNmMW3atMcdfhkeA2e2/E7AETExUOPhxKFl3+SXOYvkfAWl1UV5a7ItBaxtnu6GCyB1dERib48hP1YN4JoJdgeuwGviDSS0TVt0+Q8nZdUq+CxciNzLCwBLS0v+uyc5tCjkCgtTXs7DNDcKROEK0Lp1a7Mb2OMgKCjIjCuidevWppLjgiqb+30v+Gxra0uFCvf3GLxoWFtb06RJEzHnzboq77fpzgdbvkJ1KZnkP6/i9WVjQDwXCxcupEKFCqhUKubNm0fHjh25ffs2rq6u+Pj4mIyPAixevJg5c+aYhPmaNm1arM1XX33F3r17uXr1Knq9HltbWxwdC5NTJQ8Ia8bcDcF6ZTea5Jc8A+gEKaXlqygIE0klAl1reDzzyrVP2wUyuJkf3+68zpozd5FJBPrWf7B38EnQtEJ5ilK3Tf5pAU3btadr9aoopJKn8sQURXZ2Ntu3b2fv3r3MmDGDWrVq8ePMuRyKjGTsO33Iy8vDzs7OTDoArZqMkG18F7mGX5adpl3DAD798H0mTpx43/0sXbqUpUuXPnQ8994HHnW7AqhyM0EBKXYC2RZanLIFPrXowuvfzHnkPp4G7360iF+2i6bQ+xcnsMHN+5HCTi8DHst4uXv3LqNGjWLPnj0PzEe594J8WHlp48aNady4sel7s2bNqFu3Lj///DMLFiwocZtJkyaZZrwgel5KygMow5Mj/bclFMxNA07cgRP3N0ABkr4YSOU2vVBYPn0ioCCTUX7lCiJ6FlL2y9zccBzQH6NWizo01GS4eH43C4eXlJ7/Xri4uPDJJ5+wcOFCpFIpLVq0KFbu+L+Czm06UvPIPd6NIiRq/fv3N1v1448/smzZMi5dukS7du2QSqXFvEubN2+mb9++Jop2hUJh1kar1ZpEFfX5lX5ZWVlm9x+9IEVq1FH5zK9cvbEToyCgkVsjMeionnQJGXqMQJbUCjByzbcljSkdZKrEGKydhey5ldzbWsipV96JNWfuEuRuW6qJugVwsrZi6tSpfD7/Z2zSU7DJzuTS1k1c2rqJXEtrxnw0HA+7++c8PgqMRiPD3hhEG5+GNPevjyFHS87ZeOJmnCZPJt6bIiMjmTt3Lkpra3wqV+G1AGuO1I8i3UZAl6njbkwGutbxVKoZgFZjSeXKlZk5cybNmzcvjdPw2CgablcrBOKc4EvjTjy3VaJ+9/cfsGXpwMbZnSXWHzEs51fSbQSGbn2HzaPPvxLJu49lDp8/f57ExETq1auHTCZDJpNx+PBhFixYgEwmM3lc7iXxSkxMfKzyUolEQoMGDQgNDb1vG6VSiZ2dndmrDKULea9uRAXYEu1nzZ0ge+5UcuBOJQciqzgSWdWRyKpORFZzIrK6M3cGtKDlwEm4+ZReMqvCzw+ZayELpC4xkTsD3uFGjZpE9CpCy/+AMtuXEQXhIr1eX2I59v8K9BlieERiVThHEixLni9pNBoWL16Mvb09tWqVPPM7f/48Fy5cMJ9V34Nt27aRnJzMxx9/TL169UzL9+3bZ5ola/JJJO31uVRLu0711GvUTThL7aQQZOjRISW47QzsvorD7qt4Gg8qzp/zpCjwvNhbyh/SsnSx7qxYHtw88Mkrtx4F494fgl2jZmbLrFQ5zPtnI7cSk01l948Do86AOjKD5ZMXEnIhhHF1BpO85DLahFzQiP1V0nnRqkJDBnw+kR37D7By2TLSw27w454DpCqNWOUZCQoW2yZuSaRSHWd2795N3bp1adeu3QOfNc8SLd4azVthLjSNUDAxqRGC0YhREDh9ccfDNy4lNO49glUek5DqjUS6wbmtj+45epF4LM9Lu3btuHz5stmyIUOGULlyZSZMmECFChXw8PBg7969pnwVjUbD4cOHTQlNjwKj0ciFCxdMXBZleDFo88E0+ODFheYkFhZU2LWLuEmTyNq7t8Q2jgMGYN+jx3Me2dPh1q3CHAQrq9KfBT8ID1PkBjEBcsKECRw+fBiDwUC1atX4559/8PX1JTU1lSlTprBnzx7u3r2Li4sLPXv2ZPr06djbF5a5BgcHM3Tge1y+fgV9fpjmzN2LvN6mi6nN1KlTWbp0qYl8TyaTUalSJSpXrkxKSgo7duygW7fiMfhmzZqZcl4KsGPHDr755hvOnTuHVCpl1KhRbNq0CWdnZ/bs2cPx48fx8vKiWrVqXG0yipC/fmHNqTQux+SRlmtg7yee1PaQkWrpjF3/v6nncX9qh6dB5gsyXiJTRIqGFs/YeHG3tWFMlw7oO7Vj68UrXNoqVltaRkey+peF5FpaY+lXgTb16tCygt8jhZPSd4QT+t8FJqycwqq+P2BRQtWXBXK+7PAxrsNrotWo+eqr9liOd0Q9NgnhZBbLRqwms4aEbSua4djGkdq1PahTpw516tRh//79/PHHH8ya9WDS0GcBK3snvpyyj1tHthISvMvEvXVUEsbzqRUUYWnjkM8BBs5eL29Iuigey3ixtbU1sZcWwNraGmdnZ9Py0aNH8+233xIYGEhgYCDffvstVlZWZi7igQMHUq5cOdOfZdq0aTRu3JjAwEAyMzNZsGABFy5cYNGiRU97fGV4xSG1scb75wWoIyLIPXOWjG3b0CUkYMjKwu+fdSjKl3/RQ3xsNGvWjM2bRdpua2vrUus3LeIiaXeuIFNYIlVakZarR2llg6ubOwprO2SW9mRlZT1QVDIsLIzmzZvz/vvvM23aNOzt7cVqjiIVRLGxsXz//fdUrVqVO3fuMHz4cGJjY9mwYYOpTfv27alXvgZv13yNClUD+Wb19+wPO8lMi8IQWVBQEL/99htWVlbEx8czduxYrl69yrRp05gyZQru7u6mfBaVSkWtWrVo0qQJx48fN+W8gJiYO2zYMMaNG8fZs2f5/vvv8crPfWrUqJEpx2jDhg24ublRo9loDofIcMk5Te/WzixZsgRNl6W4dO3Ks320F3pe7J6z8WKrlJGUpebIrSSaV3R55iErqURCrzo1qe3rzdIdu9HHRKFUq7FS5cD1yxy6fpm9Uhl6qRTBYEBraYXc2Y33X+tMRZfCnDnVjVRyTsZxKf4WyblpdF0xzLROb9Rz+u5FVgRvJv6fKzh1q4jBYGDK5I7srJ6BHDmWjnJq59Smer3mREREAGDhZYHSWPjoq1KlClFR96gtP2No81QM+r4xl32KeKKK/Pmqq5/1P7EQer2eKQcnYfARqB4tIXBQyVwzLxtKPR18/PjxqFQqRowYYSKp27NnjxnHS1RUlJnFnZ6ezgcffEB8fDz29vbUqVOHI0eOmMjBylAGpb8/Sn9/HPv2edFDeWpkZ4ulq46OjqWW75IVE8qilf+g4+EPRaUMbl4S0yt3rV9Bo4oueFYXY/5ffvklXbt2NYnaAWbJwdWrV2fjxo0A6DLUeOU5MOXjSbw3fji5d9KRWyrYum4zcomMZR2/QSJIcPukNt+s/p7wtLtEZsTgiljeeW/Oy2uvvYa9vb2JDKxozstff/1FXl4esbGxZjkvOp2OUaNGMXfuXGJjY3FxceGjjz5Cnk80JpVKadWqFYcPH8ZoNJpNiGrUqEF6ejoghpsqV66Mp6cnSqWy1BJM70Vm3osxXmr5OBCenMOSoxFEpuSyZGDplH4/DBWcnfh2oPg7p6lUbAu5zLXr15DH3EWu1yHPF65VZmVAVgabTjox/vUuGHK1ZJ+OJ+uwyJjbvlMHjtSvhjos3dT32J3fUaNNXcZ/Ph6XupVJibnD6MWvc6G6GB5sfk5BaJZAx66i/Iifnx82tgrUcWouBKUz5uvGKIxSDh++iFdFW/rNrIWjRo7MKEGGRHwXJMiMUmSC+JILMuSCDKVUiYBA7cptUFpYo7C0RmFpg4WVHVYOzjj7PTh8fvfiMXPDBfBPgGylkW5pvoz95tGJO58Wf//wPpd9DCi0RqY0++a57fdp8dTGy73lX4IgMHXq1GJlpw/aZt68ecybN+9ph1KGMrz00Gg0Ju6Hli1bltpDMiXysslwcZLmojUIZBlLZlzVI6OATSJDb0HExaN4Vm+OwWBgx44djB8/nk6dOhESEoK/vz+TJk0qFloCSFp8CX1KHrEXb2AjtST1VzGknHw+FKkGJPnJiMkrr5m2ORN1iQZ0KdZXQc6LRCIxYxAuwLJly2jRogUHDhwwE+QLDg4mJiYGQRCYMWMGcrmc7t278/3335tYvdu0aYOVlRWnTp0iJycHjUaDVColKCiIkycLBQ0LVICtra0ZOnSoWYVSacHkebF4vsbLt2/U4ODNRNJztey9lvBCNLocLS0Z1LQhNG1IjkbDrcRkVm3Zik1yYd5Xj4b1yTmXQMauCAw5hQR+1hIl/plO4OqExFaOZXUXHK674OLmSs26tcjOzqbWwHoom9ojS5JR76ySC1EiO/Mbb4hJ/4Ig0KJJef7bF8YVXwtu+6pJP5ZOcmoudj28uOJmAErWTLovcm5ATvHF/Zd7MmlacQXqmCtnGLt1GFe9Cw2Xr9Na0OXdKdg4P3/ZEYCTuSIXUo8oNyoPfXVC8GXaRmUow3PEuXPnyMnJwdHRsUTSqidF+LUQQIoEPSO/Kl5mqdfkocvNQJeXjVaVjS4vy0Q1YO0oejcSExPJzs7mu+++Y8aMGcyePZvdu3fTq1cvDh48SKtWrUz9GbUG9Cl5pKky+On0n7zb9E2kdgoMWgNNK9TjmwMLWXD8T1pWaEDe3cIHwuWEUKKionB2dmbmzJk4OTkxZcoUVCoVlpaWSKVS3nzzTRYvXmza5vbt2xw5coSuXbtSpUoVM3mG8HCxlH/SpEloNBpWrVrFpk2baNWqFbdu3TKxDjdq1IhGjRqh1WqJiIhAqVRy+vRp0wO8KHtqTk4OCQkJz8R4Kag2et45L5YKKYv612XAUlFo9ERYCs0qPr/QxL2wVii4FZ9gMlz0QVX5oHITFBtiSLsrCijK3CzRJYpK6OqwQsoE99H1kFrLEeYVei2lUim5MXnE/5SOIddAhosrnTt3Yebo9zBmp3H93F4uX9zL7LHfYCV8x/6/bhKv0uLhbs3A/jXxyLQhJScXL4MddhIrdOjRGfTo0aM16tFhEF+CHq1g4HQ5FTZ5on6cTgpaqfheQDi3ukIcnyTGYuvmZXbcceGXzQyXGnclvDX5l2dzkh8ROkEcj7vyxf0fngRlxksZyvCcYDQaTfxIpV0iHZGqBaR4WpZceSVVWCBVWKCk+OxOKhPHUVAJ0qNHDz777DMAateuzYkTJ/jtt9/MjBd9toYsdQ6DNkygRqPazN32mylUU44mrGgh4dORnzL3mHnlwu//LCPPUsdvv/3GjRs3OHnyJFqtFicnJ6ytrU2fi+KPP/7Ay8uLY8eO8dVXX5mtKxhz+fLlqVixIr169UIul7Njxw5mzpxJv379TNWI0dHRbN++3Wz7ggqkgIAAsrOzTeXVRZOPSxOFOS/P/9ZbVEZgxKpgdo9u8UA9pGeNs6dOicKVlarzcawfukuRaAFkAnbty2PUGsjaL+ai2Lb1AUHAIsAeqbX4Pyvqwbe0tGTVvD+ZdudrciwFrPKMZKYFMyrvPLKdC9BLwegoII0+yoiW1Vi34/wzoShIuHWR9idF9vT5C9/hq28OmK2v3/19Gk5bxBk/8X/QWlK6ZIGPi+Twa5zOH0ueLu+FjuVxUWa8lKEMzwlpaWmkpaUBULVq1VLtO8jTjrvhGjJVWgw6HZLH0GEpCFy5uLggk8mKja1KlSrFFLsz4lN595/Psba0ZvPmzSbDpQAD3hnAgHcGcHnqfygyofK8zgiCwLp160xVQps2met+gSgj8M8/5qXJ3377LVWqVOH9999n4MCBZusKRCV//PFHmjdvTnR0NCEhIdja2nLmzJkH6qk5Ojqacl5u3ryJh4cHAQEB1KlT55mxFxfkvDxvzwuAQibh93fr8dm6C2SotKw6FcXnnV6MTtfSIyewSU7ACLx9yQ6dUfSw2LQoh21Lb5AIxE0/ZWqvDstA6S8alEatAUEuQavXs+C//STExGDUabFOiKV7am12VrpAho1AqKdomOpkojfERmUk21Lg53LXqL5pEU3fGklpIz6ssBq3JBpLvV5Pa6tanMmn9MvSZJX6GB4VS2f1Z5HbJcg/P87Wrg/Z4uVCmfFShjI8J9jY2GBlZUVubi43b968L5/Jk8CzfCCEXyULG67/t5Rq3YY/sP2RI0cAkVp93bp1bN5sR8+ePWnQoIGpVHrnzp2Eh4ej1+vx9PQkNjYWLy8vMjMz6dqvB7dSIslS55gUqwH69u3L2rVrTd+dBDuMikJvUJ8+fQgJCTETwCsKo9GYrwRtjmXLltG9e3dcXc1vsPXq1UOpVHLz5k2aN29Obm4uer2e9PR0AgMDCQoKIjMzk8zMTHJzc5FKpfTp0welUom3tzerV68GxLBRUFAQ/fr1e6a5IC8q56UAnap50KO2F2vO3H0h+y/A7WOHsQBk1Wtje66I9ydfi0GilGJVx43cEFGcVXMnE82dTLIOieM2vObNz1f2Yx0fTVGyAY1TRTpGeyJPv4baRkuXpr3ISk/E1sGNun0H0XBVA3Qygcz0xFI/ppy0JN5JFClBBKORPm1HmdalRoexfuUktiuuE+kmLqseLeHDT5eX+jjuh8t71hIbdY2rMedZ7hcFXlAgfPF2mDtvf/XrcxtLaaDMeClDGZ4TCvR7jh49yu3bt0vVeKnY6i2kBy+hR0p02E3ux1JSICp56dIlQNT8uXjxIklJSQCMGzeOvn37UrFiRYYPH05SUhKzZs3CysqK7t27c/DgQTp27EhOTg4BTr5U9Avgq99mAuDs7GyqAlq4cCG1qtfk1qVjBMeK1UOurq4kJiYSFxdHYGAgvr6+jBs3jn79+pGSksK8efO4e/euSYeoQGVepVJx5MgRdu4sXoFhZ2fH8OHDmTJlCj4+PkgkEnbsEAm+3n77bZPOWuXKlZk6dSq9evVCoVCQmprKlStXcHER4/wtWrSgUqVKJCQkPFPNqBfF81IUSfnaSm52paOS/SRQasQx9GvdAo921sTPFsOp2cdiyD4W89Dt/ws5jXWKqJStqFUfJ0cHLBRy/NxciU9LR63V8W7j+sUS4j3SBaJdQCYrfQbZ7Su+gvzInFEQ2HLwF2SHfidZn8GuChkYvEVDQa410jPKjQnjNqG0dSj1cdyLhFsXGb1+IFe8DSAH/ArXSQxGtlRfgP+gts98HKWNMuOlDGV4jqhYsSJHjx4lNDQUvV5fqnH36k5aLqZKCcu8f5/nzp0zEzK8eFEUH1yzZg3Dhg3jjTfe4LfffmPWrFlMmDCBSpUqsXHjRry8vGjYsCE7d+7k9OnTpu0vxF1nQy0xj+TGvhBcKtigyc7m1JETfDFxElk5hYrGiYnibPfXX3+lTZs2pKamMnv2bKZMmYKzszPu7u5oNBpGjBgBiMYHiEKP5cqVMxN8LYq5c+cik8l49913UalUuLq6MnDgQDNW75s3b5KXl4dCIT60CiQEClCwrylTpjywUvJpkfmCeF6K4lqsKGL7pPkuDyI61Gq1TJ482eS1s7e3p3379nz33Xcm7p1tx0/xTX6y+L36dIsHfUcXDzEhe8jGiVxNCCU5NwWFUkp5XzvmNhlPTbcm6KwVkK+HmJ6chJWVJZW9vR5KfKeWi64dKxuHJzr2B6Fdj5FsX3XKpAy9qkJskbUCtrlG+iVVpE+/b55KDfpx8eWaIVzxE3PDlBojaoWAtcrINFkvWvcd81wMqGeBMuOlDGV4jvDx8TGFjg4cOIBerzep0trY2GBtbW327uHhYRaWeRBq1q7HxQNXSdZZos3LRW5RnL23VZMG7FwwhqRcI/EqGblYMW3aNEaOLIz/v/fee7z33ntm2+3btw9BEOjSpQtGo5GM/yLpPOwNbiVHYARcrRz5cdJ3fNZsCDZKK76r8BHfffIRSTmpdPvrA7bt24GLiwv+/v588803WFhYPLG45b2Qy+X06tWLtm3bYmdnx759+wBM3iQoLqA3ePBgBg8eXCr7fxy8KHmAAlyLzSQ2Q0zMtJA/WZl+Tk7OfYkOc3NzCQ4O5quvvqJWrVqkpaUxevRounfvzrlzYp7Hhdg4xo4dS66rJ18PGgAUCm6+vWAEp3Zv4eDZJaRViMDybVv8HRzRpemIWBdH/4NTCV53mvb+Vfh9nVitZBVzh/SYOxw6eZTtLu6MfmcA3g4ly8Xk5Z92axunEtc/DVwqVOWvry5wbO08dl7bSBaa/HwyATkSPuw8hcCmz58AriAhF0T9JIDyqRLca1dk6PzW5MkMfODeiw7vTX3uY3salBkvZSjDc4REIqFSpUqEhIRw/Pjxh7a3s7Nj9OjRj8QH49+0Bxy4igEpd0IOULHJa8XaxJ/fzumUxxPIy8vLY+LEifTv39+kIWbdwIO+3d7Ex84TV2tHrt8JZeaWBdxIj2Dt4AUYNAYMKi1jdsxicOd+1K9fv5g6d2khJibGTKm7AFqttoTWLw46vYEcTX410wswXjQ6A10XHAXASiGlto/DE/XTpUsXM4bjorC3t2fvPVIeP//8Mw0bNiQqKgpfX18y70RiY2ND5SZNTCG6AsFNg1HHlJTZZFUXoLozVoBVnhFXvRxdN1eiFkRx/Nx63m34Dd9/8hH7boRy7OIlctLSsI6PxiY5gT8PHeGLnsX/+1BovNg4uj3RsT8Kmr/9Gc357Jn1/7gYFOHDSn/zHKdr5Yy8mzQX8gXGx7CRRattaNn/8xcwwidDmfFShjI8ZzRp0oSkpCQsLCxwcXHBxUWka8/JySE7O5uMjAxTvoeDg8MjE9lJZAqq2au4mmHJ0UP7zYyX0//M42bEXdQ6I2CPiyyHxlV8sLCy5kHqVVqtlrfffhuDwcAvvxTyUcicLBj962TT95ZA/RHtqV+/PnGd5dStW5cFCxag8ZAyfdUPj3N6Hhv3CsHWr18fe3t7M6X6lwGZeYWJy7YWz/fWm5ytptcvJ0zf321SnrORqYQl5qDRG3C1VdKjthdKWemXD2dkZCAIAg4ODmTmqbHJFjlbOlSvAhQKbvbs0JAxc9qQFVSYMB0YAxObfMepk3s5enIFVhWt8HQvlARpXzmQ9pUD2Xv9FsfXicnX7s7OlARtngptPg+LjdOLIYR7ERg1cSOWcwdgo7Sjc8/P+HzdIFNoqyimJa3g34z3sLIvfa/Us0CZ8VKGMjxnuLm5MXTo0Puu37ZtGyByV/Tq1eux+u7w1vtcXbqaO2p7YkP24VWnPQaDgT3XUtFT6EpP1lmjcquDf9WqQMlj0Wq19OnTh4iICA4cOPBQ5fa6desil8sJDQ2lbt26HDhwgFOnT6FUmieG1q9fnwEDBrBy5crHOrb7oWh1UP369XnttZJn3S8aBfku1gopcumzkR+4HyKSc4hKFcUZ21V2o56vI++tOGfWJjI5h/GdS5d35F6vncFgKCgoQp8fylu2bBleHs5sCzpuInkDqBAHnnGtafNaX3Jzc7GqYInvmPJMTJ3H78e8qde8k6ntvhMnsQSybR14q0HdEseSlVyYg2Lj6lVim/9FyC0s+firQlqC30ceoPNfLUmzNa+qS3QQ+GPB+3zy1ebnPcQnQpnxUoYyvEQIDg4mODgYgN69e5dIlf8g2LoVzkpDQ47iVac9AHL06DGfVe/fv5/9+/cDotJ1QSk0FBouoaGhHDx4EOf7zGaL4urVq2i1WhP3yoIFC5gxY4ZpfWxsLJ06dWLdunU0atTosY7rfjAYDCZjz87OrkQV6pcFL0qUESA5q5DluJ6fI/9dTSjW5n7j8vPz486dO8WWFyRWq1QqPvnkE7Zs2UJKSgp+fn6MHDmSoUOHlui1MwoCSQkJvP/OAMKvXSMqKgq7WjZo5AIeqUbqxjogFSQMfW8hdi5ejPr0Uy5cusiwCYOJXhxNhZG+aDXmNP6G/BChxM4eG4WcQ7fDycxVYWdlib2FBfaWFsSfPwSAYDBiYfdqeBeeBazsnTjyyRVSom5j1GmwdfViypzX2FExg6u6F1tC/zgoM17KUIaXBHFxcaYy3zZt2hAQEPDYfUikMpyl2aTobbgYq6YVYp7NkD6v8e8/K4gWyR3QaDRkpiajy08p3L9/P+Hh4XTp0oV27doxYMAAgoOD2b59O3q93hSacXJyQqFQEBYWxqpVq+jatSsuLi5cu3aNsWPHUqdOHZo1awaAr6+v2dgKyqgDAgLw9vZ+onN0L3JyCoVlunbt+tz1eh4HL5KgzsfJCoVMgkZnYM7um6bli/rX5ePVorH83a4bhCdlE+SioVGAJ9XKeZGdfYWDB/9CofBBq8tEqXDl6tWrdOjQgbfeeotffvmFP/74g4iICP7++2/8/PzYs2cPI0aMYOXKlahUKjOvnUQiIdfZDW10NNkaLRV9XYiKisKighW1wgW+HriRoIAgs7G7uLiwccUEPD/x4eaYm3Q4U4HG73c3a6PI/29ZxdzhqxkzkRvMwyKSvCzWVxHzoowS4Zmw6z4uHlS1Bdz3vzxnzhzGjRsHQOvWrTl8+LDZ+nu5loKDg5kwYQJnz541yW/8+OOPOPtWBODmkW0c9E4HBOpZBJbqMT5LlBkvZSjDSwCdTse6detM9PTHjh3D1dX1sZl4BamU/n3e5Oc1/5GqszCFjlwqN2Gg8TUiBV+ysCY99iLtVxY++AsSXk+dOsXBgwdN3ox7yeS+//576tevT2pqKrt37+ann34iOzsbHx8funXrxpQpU57rg0GlEplZlUollSu/WKr1h+FZE9TFpoRz8mYICmk25Zz80Bsl3I4+iptjBTR6W75un8b5qBT23XYnSyMmbd9MMGd4PXHjNJ2aziYxFBJDi+9DqfRgxYosfHwcqBAgemOuXj1Lv34tqVIlB3t7JYMGvcP48eMJCwvj2rVrxbx27/TsyT9pKfSSxzPjwEkEhYDEQsKX3X4qZrgU4KzNbVPF2Gv9xhZbP/aN7sxaFIN1bpaZ4aJSWiLVaVFIS5/X5WnxoKotECczRbFr1y7ef//9Ym2HDRvGN98UqkEXrU6MjY2lffv29O3bl4ULF5KZmcno0aMZPHgwGzZsAGDG4a/J9RUIjBPoP2IRrwrKjJcylOElQF5eHpmZmabvWq2Wf/75h8mTJ5uJBj4KnCs1IcB6E2E51qzetpehlkqs/OoTpP6TQCGGufLfaecnxTjFDvr/g65CO7KysggJCTEx706ZMqXEvrOysjh48CAAgwYN4sMPP3zkcfn5+ZVaeXQBkpOTAR47vPYiUCDKWNpho8TUcPafHo2b8ioO+cvS8u1SN4A0UACewGve4gvgbpYXf5wZwDtVTuJimUxSrgttfY/d270ZsrPj2PbvHdq2sWHXri8BcHTMY+PG3fhXOE9goIIxY+LIzFQz89se5ObGEx8vGhMFXrva3p4cqN+Ii+vXkHsrF6mtaOxWaVjIP3TmzBnOnDlD8+bNcXR0JCYqm+iDiVi4KGjSpEmxcTlZWzHh44+Y/ddqyExHrlHj16I1H7QSvYDfTir01HS8Yv04p/eRcevWLZo1a2b6T0okEia/VoFpI/pAtV7YVWlFVra5BLVEIkG/Nz9l/sj3HAjbRvcv/yRHLZ4zQRDo1q0b//77L1u3bqVNmzZUqFDBrI8zZ85Qvnx5EzN1r1692LhxIwDbt29HLpezaNEiU+L/okWLqFOnDrdv38bJQjAl735T/+tXJlkXyoyXMpThpYCNjQ0jR44kOzubpKQktm7dCsDZs2dLvFk/DA3q1iLs6G2yjZasWruOj3mNSIvC9Ua5NULbLyGwIzJBwNHRkbZt29KoUSPu3r2LRqNBp9Oh1WqLvScnJxMWFlbqhsjjQqPRmHSQXvRYHgXPSpTxzK39uClFFuPkvHJojTYohSTsFelka62xV2aRqXFGY3TARRlm2s7HNpYpTebet1+Z3Atnp3ps2yYHI+h0StLSQ8nJjmTr1ky2bhWN7WvXxPyTTz+JRSqFfOchX0zayheTtpr6O3jwIK1btxbbdmxLk6nJyBxlCIJAa5W5h9HS0pJNmzYxZcoUcnJykFgZsKxtS8V3XdAZoSRuYBdrK+YOv18ifGEI5usvdtz3mJ8GtWvXJi8vj5EjR1LPMZuv5//BN9tu08jmR7oGLgRNDnKphN179kJKGOyZjL2QA0fyf4PYYDr9dByDESa3UFClVn2+2hnP9u3b+fLLL9mxY0eJSe43btxAq9ViY2NDdna2GUWAWq1GoVCYVSwWeGaOHTtGdSfxx5JrjVRv3/uZnJdnheeb8l6GMpThvnBwcMDb25s6deqYhA7v3n2yBLpKbfqbPmu5Z6ZfqSvCx6ehycdwT1zd2tqaypUrU7NmTerWrUujRo1o1qwZrVu3pn379nTp0oXq1aub2r5ISCQS0xgSExO5ffv2Cx3Pw/CsCOrKudYwfba074mbxwCk9iNIt5iFIIi3eLVegdGqO1kWX6LSF0++FgQ5dna1EQQFHu49aNsmlFYtjlK92nwCKtRHo7HGYJCxd89VunbtRlbWDZKSDmAw6Jk7dy5BQUFs3ryOTZuG89XXr2NlJWX2HA/27a/A6TM9MBqNJsMFxAePYz9XKv9YGbkeGrV63Ww8NWrU4MCBA6SkpJCXl8fYoc3xGuRFro+C32e9/9jnyNu7JkK+gdt6Uyv6Tq/B+mWzH7uf+yEmJgaVSsXb3VrzU4tsBrKByNF2CMCHuwsfsxIMtG3dmrZVXWhbLo96XlJwFnNP8GmEzgCtKlgyva0F/VtUJCxMNDZXrVqFra1tserDAQMGsH37di5dusSSJUsAMfRbgLZt2xIfH8/cuXPRaDSkpaXxxRdfALDh79mMjp4HQIWkV88UKPO8lKEMLyE6duzIjh07uHbtGpcvX6ZGjRoP36gIBImE+vXrc+7cOVwq1oXeUyH+CiiswKvOU42tIEk2OTmZQ4cOkZ2djUqlwtramk6dOhEaGsqdO3do1KjRMw3nyGQyhg8fzrp164iOjmbVqlW0b9+epk2bPlLibmpqKmfPnsXOzo46deqgVCqJiooiLi4OuVxuellYWGBvb4+jo+NTJQQXJOzaKkv3tlvLvyGrrlXAyzoca/UiUIN9wcr8VA9XyzjQzwM9IIVUjR+1Kr6GjVU5PDx6IJHcX+eob9++qFQqrly5wvTp05k5cyY2NpWwsamESqXiiy++YPPmzfmVXn3o3h1iot9n/fo11KtnhUxa3MjNTUkg3lE8lw5Kh4ce45ixf7Jlt0iMJ5U+/vkb+PF04iffYJ3fdTRygWu+sDDzL6pebEu1Wg0euz8zRB4jZ4voPbGJPQZXzovLW45HkHxNXIYaPjwJs2qh1ot5aQD2SoFtb1vQcujvMLIBNBuF/KfjHL+j4XyshBrVreneWWTk1Wg0DBgwAAsLC7NdDxs2zPS5evXq9OvXj6SkJIKDg6lbty7VqlVj5cqVjBkzhkmTJiGVSnmtVW3kdjLOOafhau2KRxp8VXv8052DF4Ay46UMZXgJUalSJVPl0d69e6levfpjPzgL3MM6nR4s7MGvWamMLTtb1CvKyMjg0KFDZuvOnz9vSjqOi4t75hT8tra2DB48mB07dhASEsLevXuJiYmhR48exfhl7sWxY8dMZekHDhzA0dHRpL9UEpo0aUKnTp3uu/5hyFWLOS8LDtxGIZPwSdvSqeyQSCT4Bszgaugf2EkjsJalopDmIRM0JGob4SAJwUquIldni1KSg1RiwEkRiYVdd7zcHq2izdLSkh07duDm5mZWjq7VatFqtcWIFGUyGZYW/kAeSoviQpep0YVeMpni4QKRt25eMX02GJ6MOXn8jPW8eesqxw9sYol+Hal2An//NZZZtY48UX8AnPsDtn9GECAR4I8QLW92bUfL3sN5bcwCDAZRUwjPmjSrXxPHjGs09JZy8q6e9dd0tF6pIqHnNlN3wcHB1K1di/pLcmCJqPLctWtXdu7c+UBuqKIQBMHEtQTQv39/+vfvT0JCAukRV+h/9lO0+3S4WioYE1eb/p8sQmnzYA6nlxFlxksZyvASws7ODl9fX6KiosjMzCQ5ORlXV9dH2jYuLg61Wk358uU5evQoiYmJGAyGR2bqfRgKvCkWFhYEBgbi5OTEqVOnUKvVJsOl4BieB2QyGd27d8fLy4tdu3Zx7do1EhMT6du37wPP2b0J0omJicjlcgICAjAajWg0GrRaLdHRonpxamrqU42zgb8TWy6IRGlHbiWXmvEC0KpqI1pVLeTOKcgBEgSBjJx0QkJ307FaT9Yd+JJyki2kqT3wfUTDBUQ+neXLlzNo0CCzBHI7OztatWrFuHHjOLrjOwRLFVGROazbcoO33vAj9KaUlIhQPv+oIZ5uboz/eBhW9s7s270ElU6sFFPlZHP59GF2rrLBwcWVSlWqYWFrj9LGHplcdB01atmZdv9+zf7qKja6XqTiml95vd9Hj32eAoKqERBUjdMTtnCkqoajFVLRarWmMO1jwWCAs8vEz0o7Vs77nMFjp9F5xm6YsdsU1izwVO46fhGWtIOYc4xuDEPDtHT8W8WwuRtMXbZu3Rq9wcCwunIqNujAr/9dY+fOnXh7ez+yCr3RaDRxLRWFu7s73y7qTkJMJlKZwL7pR3H3KV9CD68GyoyXMrxQJIad4+aJTdTpOgIb59Lh/vhfgF6vJyoqyvT9UW+uFy9eZMuWLQiCwJgxY1AqleTm5hITE4OPj0+pjK1Ro0ZUr14da2trkzeoSZMmfPfdd6Y2Xl5eT+WleFwIgkCDBg3w8PDgn3/+ITk5mSVLltCjRw+qVatW4jYFHiSAoKAgKlasSI0aNYoJYR4+fJiDBw9iZVVc6PJxMKBRefK0BqZvv4a91bPleinqpbO3dqB1bVE1W6eJAjkI1j0eq799+/YRFRVVTLATYO3atQzq24G5q06gz9Ejd5bj3NuNi50suSQIQAThCeEo9KGczSe70yg0hH1ZmDz8x9ot/LF2C1aVrKgwqbCaRqo3ItODTA+6IACBDBuBL/MW8ev3i5DrBKQGkBrENlKjgNQg4JCnYOzwVfhWKF56/d+WPzlSVazM8Ux9Qs4XVRos6wjJt8TvjT7knbaTeWfUV0RERHD79m06dOiAlZWVSckcgPf3wKlfwKMmTdR6+LsdIdGicbN+/XpSUlKY2rsmU6pFQpfuDJ+zBnt7e5N4a1GUxLUEor5UAdcSwMKFC2natCkKqcD6iLvE/xPPwG5NXmnDBcqMlzK8YOxe/A1JkQbO/fcBVRr50GboDygtbUzrY28c4+qhdSiUlljYOmDt4IqNszcuvjX+p42dAwcOmD4PHjz4kXJHTp8+za5duwBMngMvLy8iIiJITk4uNeNFEAQT4VwBipJigZgo+CISen18fPjwww/ZsGEDkZGRrF+/npiYGNq1a1fsIVVgvHzwwQcmZuGSUMAl87TGC0CeVvRMObwAorq45Jt4WVwW92/r91jbduzY8b4VXR4eHrzzRiVi3wNblZGKaQIaiRFtEuK7IOAywh+NDDRqIxo5KFwVVF8hJn7bqIzoJKCVgV5qHhrVSwX0UijKp1v3tkBwRbhbolPNmP/Ko8Jf3zJqyopiLf4O+R7y7aPh1T57Mo+kTg2p4YXfb+6GgHZQvgn+/v74+/tz4cIFVCoVDRs2LGwnkULTTwH461cxLFQwSVm9WtRm2hUSxZRqgNLWdF2VNHlRKBTs37/fjGsJoEWLFmb/9TNnzjBlyhQyMzKQecnxGuTFwlmbivX3qqHMeCnDC4NOpyMzRQPIMGglXD0WQ+T1txg0+y8sbV0A2Pnbt2TElXBzEYzYuhgoV9GL8tUb41uzA3Zufs91/M8Subm5ps+HDh2ia9euuLmVrIRrNBo5cuSIiX+lABqNhoiICADS0tKe3WApfnPdvn27Ke+k6Esmkz1zFlwbGxveffddDhw4wPHjxzlx4gSxsbG0atUKhUJhSsQtMF7uNcTuRcFvURrGS0HS7vOWCFBr1Rw68wluFlrCMyvTr2nPUu0/Ryt6DwLS4c9Jlx/a/v1pdTnjp2VIpC9jphSWLuu0GjS52eRlpaHNzSYvOwONKpuMlFiGpP0EwE/Dt3Hi1EFiw8+j0WrQ6fLQ6TTo9Fp0Bi37PMJJchAQJCX/z+pQnQuIY/zj0nzavVHcm/RQ2HrAyBDYPQlu7ICEywzu3gqjTEnXti3YE2fD8tUbkEgk7Nmzh7CwMJo1a8agQYOoX78+hw8f5td84+XmzZsEBQWRkZGBg4MD58LT+eqAgkpW55m/QpyMFNXrksvlVK9enZCQEA4fPkxYWJiJcG7ixIlERkYye/ZsgoKCeOONN/jzzz8BGPV1Qw4EiIa4jfOrL0xZZryU4blBp1GzblpfcrM0ZCZIEKQGjHrxL+hWQUpiuJ6cFClX9i2jwRsTAMjNEGd7Vo56DAYjeo2ATiNg1EvISpJyIymBGye3Altx8oYhP2x/UYdXqujWrRuOjo4cOXKEyMhIfv31Vxo3bkyrVq3MKg6MRiN79uzh5MmTALRq1Yrg4GCysrJYt26dqd0TxfQfA/379ycvL4+dO3dy+fJl0tPTS+SksLKyYsCAAZQrV+6ZjkcqldKhQwfKlSvHli1biIyMJDIyssS2D/MQlabxkpWvLP28VaX/3jcNP4twcrWWNK33EzYWpcs4m6sVH4oWhkczTA2CeF3LBPPzIJMrkNk7FSNL02k1sFo0XjISouj65hBgSIl9H5srenSUypJ/1zHTVrP15+qk2glc8nsKfiAHX3h7FaRGwJ7JJOWuY+ftbP4MFg0OJycnDh8+jL29PdnZ2aSmpjJnzhzT5ra2tvz9998EBYmhLXt7e5YvX85Hw95jxlENHP0RED0sq1ev5q233qJnz57odDrS0tKYOnUqa9eu5fbt22a5ZleuXGHixInY2trSpEkTxo4Zw9ZtG8jV6lB6KhndsTMMKjyMkrSrJkyYYBYGfhlRZryU4bnh6oFlxN/WUUAvZNSL7341beg26hcWvT8QgIhL52jwBqhV2WhVYpuen32NZ6VCsrbIkF1c2r+OuMgEclJFYyY1Gi7vXUyNDh883wN7BpDJZLRs2ZKaNWuye/dubty4wcmTJ7l8+TIdO3akRo0aGI1G/v33X0JCQgDo1KkTTZo0ITQ0lKysLDNvi7+//zMdryAIWFpa0qxZM9RqNTk5OajVatOrgP0zNzeXqKioZ268FKBq1aq4urry33//kZaWZqqOKSDdq1KlykNzHp6F8fKsJALuhcGgZ/3RpfgqRDI/C5cvqOZTsdT3k2sQAzsWhkcLwdQ0luMcdzikiOBjvf6hv8HCb98EP5FMzcn7wePX5J/arZJDXJlQH8EoIEFAMApIkSBBoLJMzgk78bc4sn01LV/r/4AeHwInf3h7FTsafgB/5jP51ugDby4xNSlXrpzpGngQBg8ezODkbyE7gV2Bszh+PZa6deuaSQIUhO9Wr17NwoULqVChAiqVinnz5rF+/Xpu375tSlTv0KEDl6+dxH2sDzIbGRV3CcxZto0+H4VQp04hZcI333xjVnb9MG/ky4Ay46UMT4y87FR2LxqFWqVCrlQgVyiwtLGj4RtjSgzhpCcUWvf2HgYsrOX0/mI5FjZORF8rFBer2Vq8ASSGnQGjAIIRV39zmXu/Ol3wqyPyPqiykvll2CAwCuz/czNZKbHYOnng4l8Hz8DSUS9+UXBwcODtt98mNDSUXbt2kZqayqZNmzh//jwWFhbcvHkTQRDo3r276Wb05ptvEhERgVKpxMrKCkdHR5ycHp/2OyYmhgkTJrBr1y5UKhVBQUEsW7aMevXqAY8mHBcWFsbnn3/OsWPHyM7OpkKFCmRnZ3PkyBFTCMfBwYEePXpga2tbYn+pqamcPHmS4OBgXF1def/99x/Lk+Tq6so777xTbPmjVmCVatgon6juWXteYlOjOXDyQzwtb+ACIEC2zgVvOx8uRZxBLlOgkFmglClQyi1QKpQoZUpkUgUSifyxQ3sqo3hclsZHS359s/tE/gweTqgnrJs/nP5jl9y3bdyNYJb5RQJQN0aBrdv985MAFPmV1HddBe66qh/YFiAmJvyhbR4Jt/4r/Hx5PUQeA5kS5Jbiu8yiyCv/u7zo9/x2KnHS0aXba3QZ4HufnYnezqL48ccfWbZsGZcuXaJdu3YAHD1yCJdB7lj7WfJFWjPePvA7zs7OBAcHmxkvtra2eHgUL2l/mVFmvJThiXH0768JCy6Y3eflvyeTHDuWt6dtLNY+O03U/BDDOzvN1mXEiZUHMks9lVu9C0DKHZHbQWFleCAXhKWtC6+PHMiuxSvQqaSc3Hwuf812/Gvb0WvS6ic7wJcIgYGB+Pv7c+LECY4cOWJy8xaoxBYVcHR2di4mhve4SEtLo1mzZrRp04Zdu3bh5uZGWFiYWeLww4TjcnJy6NixI7Vq1eLAgQOcPn2a77//njVr1jB06FBTImxycjLh4eFmpaAajYbr169z7do1bt4sVEGOj49n165ddO9urir8JHjURM2CUtfS8bwUGC/P1vOy9+Q4vC1vmC2zkSWTfnfwI22vM8jQG6XoDTL0yDAY81/IUOcYOXIrg1yJEakRJEa4a28EBCyFR3uk+NZpTvtNduyumMWu3LM8yO+RWsS46OrU/KF9D/MYxtlLGzFixIABQ9F3QfxsFMAgGHDQ2/LmjM8facwPhZVjkS9GyIp94q50Bpj63c+sWrfBpOi+bt06unfvbvrfJiQkMGHCBPbs2UNaWhq+vr7Y2tqarqP9q37CYCMQ+2csCX/EMs4zgxV7OqNWq83YjgFmz57N9OnT8fHx4a233mLcuHHmVVIvIcqMlzI8EY4cOcKk+ZsJvZNCZp6aUW82INDJibwMGWq1lgkTJrBz507Cw8Oxt7enffv2NHNPB8DinmRFo9HI0M+/49SFUD7oUNu0PC3fU6OwEjU6GjVqxMWLFwkJCSmmdhzUtC8p0Te5cPAkeVkCBq14gUddTyM3IxEr+5KTXV8lFA0l7dmzh5iYGLp3705AwKPzdTwqZs+ejY+PDzNmzLiv98XDw4Ps7GwmTpzIli1biIuLw9LSkv/++4+PPvqI48ePExkZyalTp/jmm29Ys2YNubm5qFQqPD09ee2111i6dCmAKY8nOTmZc+fOsXnzZg4dOkRsbCzZ2dmMGDHC5ApXqx8+my4tqNVqk1ZMabjSTWGjUtY3uheeHr3QpIagkGpJV7ugMVggEXRI0CEVtEgFPVKJDpmgQy7VFdteJtEhQwfS4uf64k0Zp8rd+2ATPTVucodHGp82T8UlR1HRurz2wXxA1dr1hpWieOGlpMv0emBreOPdUbzBqEcaR6mi5TioOxi0OaDNA12eWJWkU+W/5z3y8tn7U/lt/XJWrlxJtWrV8Pf3Z8uWLfz888+MGjUKo9FIz549yczMJD09HbVaTXR0NLa2tqZS//FXf8bC1wJtmpa8O3nExcURGxtL06ZNze4Zo0aNom7dujg6OnLmzBkmTZpERESE6dp8WVFmvJThsXHkyBHGjRvHlfAE1Pmln63f+YKcsyuIz9CxdNdFjl3619Q+NzeXTZs2cdRWxictm6OVSPn000/Zs2cPd+/eFStRJPkJZ4LA1f1/EJFpwevv/2jqY/iiwiTVq1evFjNeAJr0+ZomfcTPWk0uv374JtpcKWe3/ECrQaWnY/Ki4eDgQJ8+fZ7pPrZt20arVq0ICgpCr9fj6+vLkCFDaNiwoZn35bPPPuPgwYMsWLCAPn360K9fPz799FO8vLyQSCQIgsCXX37Jzp07Wbt2LdbW1jRt2pSpU6cybNgw7O3tycjI4M6dO5w6dcpUHZWdnU358uXp378/U6dOpUOHDly5cgWdTvdcS7ALKpLkcvlDGXsfBaaEXeWz9bx0rPcW8NYjtdXq9Kh1GjRaDWqtGrVOjUanQaNTo9Gp0Wo1aHUatHo1Wr2G0JQF4BiDf4JAZzzQG/UYMGAtt+LtYYsfaZ9XD6wn1hkUWiOjB//2wLaZcYV8R+92nfRI/b8w2LgCj0Ym+SCcXPEaPXr0MGMzrl27NufOiV7l0NBQTp06xZkzZ3B0dCQ5OZnFixezcuVKfv/9d8aMGYOriyWRznJcU5Qs3rcdFxcXZs6cyfr16wkJKcx5+eyzz0z7qFmzJo6OjvTu3ZvZs2c/tQf3WaLMeClDMVw9uJIj/6zFaACpDKQyAalMYnpdjkzGxyqbWq1qsGTfBdN2mvwbs1KpoHPnzixfvty07sqVK3To0IG0HBU2emtiY2P5/vvvEQSBIUOGIBhF40WTI2H34k3o9Aam9GiL0SCQIsvkv8tp1KpVi40bN5qFSO4HucIKRw8FieF6kqOjHtq+DOYIDw/n1q1beHp6sm3bNs6cOcPo0aP5/fffTfF0gJMnTzJo0CBu376NnZ0dCxcuJCQkhHPnzjFy5EisrKxYtmwZy5cvp0mTJkyYIFaRJSYmsm/fPpMX5cSJE4CYRxMYGMiAAQMICAhAIpEwdepUsrOz0enE/9eZM2fIzs5GoVCU+JLL5cWWWVpaPtRzotFoiI+Px9vb2+Saf9Ry6kdFtvrFVBs9CHKZFLnMEiwsH94Y2LrhZwBcMh0YMWPPE+3z8tWD4AZ6Cdw48x/NK9z/mg4POWT67FHp6XS5XhU0b96c3377jVu3bpmqka5fv87IkSOBQu+jk5MTAQEBVKxYkcaNG/Pnn3+yatUqxowZQ7heTer+VBb8+IXpmu3YsSNbtmzh999/57ffSjYaGzduDMDt27fLjJcyvFq4cXI3uaklJd4ZAAOuOODq5pC/7IJprUYtqr7J5CKnR9EEsCtXriAAlgoZNWpU4cOZU8nNzaV+/fosXbqU5JhbDP14PAprPTILPeRJsZVakpWnZt3Ba/y7a5+J6+BRkglVWcnkZmoAKdkZ2Q9tXwZzGAwGFAoFvXv35ttvv+Xw4cPY2NgwdepUBg4caGrXvHlztm3bRmpqKv379+fkyZPcunWLn376CVdXVyZPnsyECRMYNGgQ7733Hv369aNu3brcuXOHEydO0LRpUy5duoRMJqNmzZrUq1fvkQj5CthEHwevv/66Kdm4JHz//femipAPP/wQpVJJUlISUDrGi95gfCmNl8dFniDmt1kYn9wTtVUnihfqpQIfqf+g+1ebmDn9aIltPSvWAvFnYPnCD/joiw1Pxor7iiBFlcL48ePJyMigcuXKpmN9/fXX6devHwCVK1emfPnyTJo0id9//x1ra2t+/PFH9Ho96enpXN2/AaNarEpKSBTzCVNSUkx5LSbNpRJQUL1YksTAy4RX9woqwzNDucBqRF4UZdXt3A34V6uIVq1Cq1aj1WjRabXotDr0OvMLQJuXz92gtODQoUO4ubnh4OBA8+bNOX/+PHX9PbGQy3H0FOktP/vsM5o2bUqPHj1M8dUuH02hZ8+epMXd4u7lg3w0aT6fjB5LTEzMYxGtbZ49jOxk8aJXPGMX/f8iPD09iYmJ4ddff2XMmDF88cUXzJ07lzVr1vDnn3+aDJgFCxbQvXt3zp07x++//86SJUtYunQpzZuLiZXe3t4oFApiYmKQyWQ4ODjg4eGBk5MT8fHxdOrU6ZFkBGxsbBgxYgSJiYlotVo0Go3Z637L1Go1ubm56HQ6k+hiTk4O+/fvR6vV0r17d1PlUtFS1t9//73Y/p8WBYYLgM0rbLyoJeJ5shQezVNzLy7vWctNL3N+lW0V07Gd0onPxq03iQRqcrNJibqFU7lCuYDffW8j/64fH375zxOO/uWF3qBn+qnpbAzdSPqpdNI3pDN52mRqVK5Bnz592LRpE4GBgQwePBhnZ2fatm3L0aNHcXJyQiKR4OnpiUQiwUqq5e3oaSg9lSjcFazZeZk6HQ/y2WefYWlpya1bt+jZsycgek5PnTpFmzZtsLe35+zZs3z22Wd0794dX9/7Vzq9DHh1r6AyPDM0fmsyd670JvpGHjqNkfYfLrhv20FzCr0g2jzR1R7gJKVq5yq4OlqTmKFi0eq/0OkMfNmtLQCufrXYtm0bBw4cICQkxDQjKApHzyD+Wr8bLJyYPPlrXn/9dVq2bFlMxfh+yEzNA0TjJSUu98GN/78j/S66neOQaXPB2gVafE6zZs1Yu3YtdevW5dtvvwVEYTcnJydGjRrFxIkTiYuLY9CgQZw8eZKAgAA2bdrE9u3bee+99xg9ejQqlYrAwECMRiMuLiJj8oEDB0hISCAhIYHQ0FAWLxZzJPr27VtMYqAorl69yrJlyzh//jxxcXFs3rzZdAN+GLZs2cKFCxewtrZGrVYzd+5c07pmzZpha2trIvkrCrlcjlarRRAEKlZ8em6UAuNFIZOglL26ngO1TDwOa+mT5R7JFSUbPasqxJI5uxvTvtzDL7P7stE5nDRbAccsI9gW3mfC8qKfaL8vEwxGA7NOz+K/yP+wUdjgae3JleQr5OrEe1X8P/HY1bVj+teF98Xc3FymTJlCeHg4v/32G+np6eTm5qJQKHB0dKRevXpcDj5DrE8OXtgjyASGvVmLu9GedOrUCb1eT7Vq1Vi5ciVdu3YFQKlUsm7dOqZNm2YScx02bBjjx49/IeflcVBmvJShRDTsPpjoG7+Rmybl7JY5NOj54D+zTqvGoBNvML5SVzCCPtnA7pNXsFUoSdHkEpGcSs3y7jiUq8aBecsJCwvD3t7ezIX55ptv0qJFCw4dOsSBAwc4deoUCoXCjJOjfv36DBgwoEQG1wLIFUVCS8ZnS0f/qqPxvz3JMWionafmr4gEuLKRz6z1rDEa0eRmcfv2bc6cOcPixYupUqUKFy5cMG37119/IZfL+fzzz6lcuTJduojcO+np6Tg7OxMVFYVWq+X48eNEREQwatQovL29ycjIMAnOyWQyoqOjUalUpkqJ4OBgJkyYwNmzZwHYuHEj7du3Z8iQIWaEXY+CglLnAwcOFDN+VSoV586dMyVCgvgfrFatGhKJBL1ej8FgKBWG4oIyabtX2OsChcaLvfLJVMMrt+7BPwfFHLcqbXpx69gONu39iVUV4vi3YjrHlzYg1U+goIIpLd9wEQxG2kZY89mAhU9/EC8Ya2+sZe1N0VhPU6dxN+uu2Xqj2oh3gDf7/t5HHXcxz2fWrFksX76cFStWALBpk7k+UWhoKEGVgij/tii4OEvVlZazvqRTp040bdqUnTt3Fiv3r1u3LqdOnXoWh/jM8QSKVGV4EqRk5rLr+BV2Hb/C7uPX+O/kNfacvMa5Gy9nMql/vddw8RVvGpcOH35Ia5DJlfjVtMPGVY+DpxGPIAUbrlwkXZPLtPdb4uZkjVqZR9UmPshkMiZOnMjJkyepUaMGjRo1Mj085s2bZ0r0XbBgARcvXuSjjz7CycmJf/8VK5jWrVvHzJkzHzgeO+dCwrOWfZ6eE+R/GTkGMQxwwUJJQWCjQTkpLctLuX7tCtWrV2f69OnMnz8fb29vPDw8WLZsGSDmxhiNRvr168fly5eJjY2lXr16NG7cmG3btpkqdFq0aME333zDl19+iYODA1lZWXTo0IGzZ89y/vx5Ro8ebTJOY2Njad++PRUrVuT06dOAaGSEh4fTq9fDCmWLoyh1+r2x/pUrV5oZLrVq1aJGjRqmsUil0lKTViioNLJRvuLGi0I8n07Wjg9peX9UadOLKm3E3zKoeTcmTttD19viNZuab6z0CXPl32o/0yrcgnp3ZKzxncr8b07jWbnufft9VTDrzCzT568af1VsvW1tW679c403vnuDBj83oP3X7Zk1dxav93jd1Gb9+vUcOnSI8PBwtm7dSocOHbCra4dtdVtev+1AqwGT6dixIzk5OSxbtozMzEzi4+OJj483uyZeVbzaV9Ergsj4VFb+8htGScn00OertOTDvm2fah+P+md8nES36i3acGjVATLijeSpsgk+epSsu5HU7/I6s+cv4O+//za1/e233/j2229p4OKCl5cXb775Jjdjs1EolIz6Rcwv8G/cg7YfTgVEwq9Ro0aRlJREXl4eLVu2NC0voLL39fXFaDSyc+dOhgwZYqoyCggIwNv7/orSJ9ZOIeqKONuu1NiNmp0+euRj/v+Ooo/27ztY0PSPHKb1rUufIR9zJtbA3r17Wbx4scmI8PHxwc7OjpCQEBPpXEhICPPnz6dx48b8+++/NGzYEKVSya+//oqTkxPjx49HEAS2bdvG6dOn6dKlC2fPniU+Pp5PPvmE7du3I5PJGDZsmKnPbt268cMPP3DkyJHHPqb27duzfft2PDw8kMlknDlz5r5tQ0NDH7v/R0W2Sdfo1c3BOn8njTyF+C9xcXj6kuCi+GbCbgyzOxPinIlrjpRRH63AztOXhfXPlup+XgY4KB1IV6cDMP3U9GLrPd/xJHFTIrF/xRKVGYXMQYZDcweqDahmahMXF8eYMWNISEjA09OTgQMHctFiMxFABStvzp8/bzL+7w17RkRE4Ofn96wO77mgzHh5Djhx/pbJcBEMheROBcvirh9h6tfBFMi5CxgR+SqNpmUFS2R2Pkz+/F2z/hes2EVqxBkQHiIyZrBk6Mcf4u3u8Ejjrtl5OIfX7sOol/DL7E/IxA+A+d06czQ00uSOB/jvv//477//6N+/P1ZWVmzbtq1Yf7NmzaJ58+a0aNGCjh07Ehoailwu59dff8XR0ZGOHTsyY8YMhgwZYjKyDhw4QEREBO+///4jjRng7o2rADj7wGuf/fHI2/1/xen+pzkQdYBq2ydRlHqsQTkpm/taMmnPab5ZcxL/cm7Mnz+fAQMGmNr06NGD7OxsBgwYYAoBValShb59+6LRaEyJry4uLvTp04fc3Fz0er14o714kYiICBYuXIjRaKRNmzZAYRlo0cqgH374AYAvvvjigceSo9ZhKZciKaIo7OXlxQcfiHpXKSkpDzReHqXS6UmRmfd8pAGeBf48Gcmvh8KIy8jD3V+8z5T3fHR9Km2eipXz3sffqxoSQWBhzFpel9Rm8IQ/TW2UNnbMnX6i1Mf+MmJzj8103NARrUFb4vrKXpV5b+Z7JKoS0eg17I/aD4BOUpj0PXLkSFPpdAFmTz1DBLHsM1xjaOvWJh2k/0W8elfRKwhbWzHOKBgUTPmm8OY7Z9EGcpNECnwkheW8xnvei0KXHYZaq0MpL/zp0u7cfrjhAiBRcejMdd55vcnD2yJypdi5QkY8GK8n4+oeR5JjIyLSs80MlwJUqFCBpUuX0rNnTxNBWbly5WjTpg2TJ0+mfv363L1712xGAGKyZgGioqLYt2+fqQJl2bJlNG3alCpVqojn5BEuxuz0XECCu+/LXer3ssBKbkVn6wDa/niNo1HmYRV3a4H4z0V3fput1nzwwQcmQwDEXJTY2EIa9FGjRvHLL7+Y+CEkEgmOjo7UqFGDnTt3curUKZo0acL27dv5/vvvqV27NuPHj2ffvn389NNPTJs2jZ9++om0tDTmzJnDqFGjyMnJYejQoWzatIlu3bpx/PhxszHqDUYO30pk+fFIjt1O5t3G5fmmR/USj9XZ2ZnRo0ezf/9+kpOTKVeuHEFBQezfvx97e3tTImNp4kpMBmvPRvH3KTFE/KqFjY6FJvP1VnFCIBh1qJTiRMrJo/wjbb9ryWTGK7aCF8Bl8cbmBSsygxn8jMb8ssPF0oWtPbcSmhaKTCLDw9qDOWfncDpOvC+GpoUSmlbcC6iUPrg8/XZ+Tbnkf9dmMeGprqJZs2bxxRdfMGrUKObPnw+ID5dp06axePFi0tLSaNSoEYsWLaJatWoP7Gvjxo189dVXhIWFERAQwMyZM3njjTeeZngvDeLjUwAwYu4uHjm0B1sO+qLO0yKRSJDJJEgkEiRSCVKJBKlUgkwqRSaToMrTcOHwFgAyc/JwdSheumnjWZse3UrW/li9dDVGUklNfvRyYwCFhYyCYEJeghwvhysMHDqMxUuWsGfPHoKCgrh48aLJa2Jpacmvv/5KQEBAMfGvVq1aceLECT788EP2799Pu3btSE1NxdGxMHZeq1YtTpw4YTJeVq9+fF2inAzxyr17K5rN3w1AYWGB0tIapbUtFjb2WNm5Yu3ogZ2LL7bu/sgVT69Zo9PpkMlerYdSUcz+6TfOxRrwtRfY8JYlFxIMjN6dx6cN5Rh9m6MXyhGRJOpRNW/enGPHjgGi67ok3p169epx/vx5XF1dSUhI4OrVq3h4eJCeng6I/4UhQ4YAYsn8vn37CAwM5OzZs/j6+rJy5UrGjBnDpEmTkEqlfPzJp9g4OLP9sqjzsvdaPHleUcRn5rHhfDTRaSrTvkMTivP65Kh1XIxOx8/ZGi8Hh2JJvwVEYKUJvcHI9kuxjFp7wWx5TW/7B26XlZXFV199xebNm0lMTKROnTr89NNPNGjQAMBMkiElJQU/Pz9GjhzJRx8VhkcXL17M6tWrCQ4ONimMP8yrdOTIEebOnVusomvFiUgArBVS1r7lS/9g8fd2fER16vGKrSUu1766BVelAh9bH3xsfUzfl3RYwo3UG0RkRBCdHU18TjwOSgcORR8yGTLeNiWHy7V5Kj75rjmn/EVPTlWNy7M/gBeMJ77bnj17lsWLF1OzZk2z5XPmzOHHH39kxYoVBAUFMWPGDDp06MDNmzfvqxp78uRJ+vbty/Tp03njjTfYvHkzffr04dixYzRq9GqrAgNkpmUCIEgtzJZbKOW83bnhI/Wh1upMxktWjrpE48XS2opA75L/tBILG/R5qeRkZDzGyMHVy52kyEIBPl9XV4Z98gVZ2dkmAiW9Xs/MmTNNBEoFQmLu7u5mfbm7u5sEBePj400lfve2Kdj+SaBWZaPLE2+uWUlSspIygAcfs0RmQCI3IpUZkcoFZDKQykU2YZlcikwuM6lmKywsUVhao7SyRmllh4WNE8c2/oNOY6TT0GFUbPR4lTAvC05eDqOSswQj0KCcjAblYN5ZCZMP5jL5YKGIpoAoEllgvDg4OKBWq1EoFNSsWZNTp06ZyosBVq1aRfv27VGr1Wzbto1r164xZMgQNm/ejCAIzJs3j/bt2wNgb1/4UO/fvz/9+/cnISEBa2trVp+OInvePG7liobm+nPR7Mi8bGpvbyknI1+x2c1OnJ0ajUYO3Upi8eFwToaLE4hqXnbsGNni2ZzEfESl5PLr4dusPXuXoo7CiV0q0yrIlcoeJd8HCzB06FCuXLnCX3/9hZeXF3///Tft27fn2rVrlCtXziTJ8Pfff+Pn58eePXsYMWIEXl5e9OjRAxDLajt37kznzp2ZNOnRKPVzcnKoVatWsYquBn6O7LuegIOVAmmmeC+Q64xYOxbPedHr9Vzdt46k+AgyMhM4kxgM97FxMq0F9Hr9/zTh3ONAEASqOFehinMVs+Uj647kTuYdEnMTqedeMsni5X1rOeFfmFM5acqTMR+/Sngi46Ugxr1kyRJmzJhhWm40Gpk/fz5ffvmlKaFv5cqVuLu7s3r1aj788MMS+5s/fz4dOnQwXWSTJk3i8OHDzJ8/nzVr1jzJEF8YTlyK4PCB0xgN+vwblxFdVioARmMKs+avZdLotx+7X6VcJpb8Ckb++n0JRkFJQT4MQlaJ2/y2Zj8J189gxACCHgTQZGea1odGJ7Nr7xlSo8JAn45ThfqMHNzFrI8OHy3k5rme6DVS2rzTnrqvj2bt2rX8/fffrF69mmrVqnHhwgVGjx6Nl5cXgwYNMm1774zcaDQ+lB33Udo8CEpLG5q80ZjY0Gto1Rq0Gj06rR6d1oBea0SnNaLXCui1Aka9WFFi0Ekw6EBXrDcj4lIdharZJUG8+W77aRldP8w1qWK/SmjevDnfHTmERq3Ga7EVgiAhISkBV1tnNvX7mf7rxlLOzo0z0ZfNErVr167N2LFjsbCwYO3atRw9ehSpVGoKJRWEBD///HMaNmxIdHQ0CoUCvV6PlZUV165d4/fff8fS0pJ69eqxb98+ANq1a8cbb7zBJ598AsDdM7tBKkVq7QCALiMBTUI47q7OfNm3Ja/V9GT+vlB+OxxGhkrLz/tD2X4pjpsJ5tdGSnbJSfNPgzMRqczccY1+DX3pU9+HgX+cJjLFnFvIw86CD1tWeOh/W6VSsXHjRrZu3WpKYp86dSpbtmzh119/ZcaMGSZJhgJl4A8++IDff/+dc+fOmYyX0aNHAzwyLxJAly5dTKXuRdGvkS8rT0QSk65i9Znb4ARWJVwOIfu3MjB6cuECu/wXYK2CJurP2efwvdk2a+Z9QHimqBotF+RUcqnM68NmI39EqYJHwfF185kf/geCEdQyI3oBArIssTdakoeWcjIXho5cVqIx9rKgvF15ytvdP0xXo/3bsK5QC+7/g0H4RMbLxx9/TLdu3Wjfvr2Z8RIREUF8fDwdO3Y0LVMqlWbhgpJw8uRJM3EogE6dOplCUSVBrVabqctmZmbet+3zxN6tuzHqE+67Xp1+g1tRiQT5Pr7KsWC0wCioMEryKOlh6uvrYfY9IfQGRom5KqzCxo7lG49w53IIGNMKqBRAAumx5uRPyVGX2PXLV+g14oWgVYs35HHjxjFx4kTefls0wmrUqMGdO3eYNWsWgwYNMskCxMfHm1FMJyYmmrwxHh4eaDQa0tLSzLwviYmJNG3aFJ1OR2bcTawcPbGwcXqs89Skz9cAnNn4LWEXzuHo7kznTxcXC+uospLJSowkJz2e3Iwk8rJTycvOQJ2bhUaVi0atRqtWi4zCGi06rQGdzoBea0CvA73OiEEnoFWJ58eol3B4/epX0niZMGECwcHBrF+/Hk1iEnq9Hntbe1Jz0plzZAkdA5tT16sqMZpk7ibEmLY7dOgQhw4donfv3kyfPp1ly5ah1+tNxktmZibVq1fnwIEDvPfeeyb6/8TERLKystiwYQMVK1bEYDAwbNgwZs8WBTQvXLhAxYoVuXXrFnv37mXO1Emg05KweiIAaQdERuYOAwfRu15/cVmOaJgcupnEoZti7N9SLuWdxr5UcLVh0qbL6J9BAuPEjZcIT87hYvRlJm4q9AZNfb0q7zQuT1xGHkq55JGMcp1Oh16vN6lsF8DS0tLk7SqQZHjvvffw8vLi0KFDJkmGZwE7Czkj2wUycdNlTt2NF40Xjfmx7N+6iq9jvoMivHXeCXIUagX69Npckb/OZsDWwbzv2a5n7tExjGPJoob80vIn/Bs8XQVmAbZe+YcbFc1/9ztuKqAg1JiF+/LJvD3m92LbviqQW1gyKbkxs1xO4f54mQGvLB7beFm7di3BwcEm8qiieJRwQUmIj48vcZsHhQ9mzZrFtGnTHmfozweG/Pm74Iwsf5Yo5FsI2uxkXAOqElDuycSuur8zgNPnbyLNz4mRSKVI83NivD2daVHH3D8ryC0wFrFdrFyqo8lTcefygfwGgNEWkICQAYK5tR5+djuJEYUl2Amp2YSGhpKbm2viwSiAVCo1cWj4+/vj4eHB3r17TTkvGo2Gw4cPmx5O9erVQy6Xs3fvXpNCclxcHFeuXGHOnDn88Vl3shLz9yEYEWRGVE7lMUgleFkm4uXhRI32/fEIaoZem8fqL/ui1Rpx93HGK7A67gF1ObntKLo8KZBIzXYH8a3ZwWzMlrYuWNqWTmz4/LYfObTqABrVq5kpt27dOk6ePMmaNWtM3rRhQ4ehN+jZfvMQ5WzdScxOwcrGGkqwzS0tLc1yLgqg1Wq5cuUKRqMRZ2dnZDIZVlZWvPfee6xcuZKcnBxkMhn79u0jICDAtF23bt3YsGEDK1asoHLlyixdupR3332Xj1cFs+NyHF+/VpX3mvub7UsmLXygtgpypVtNTzpV9cDeSs7aM2KybIBr6StSeztZEZ5snsD+YasKDG4mjs/H6dFzqmxtbWnSpAnTp0+nSpUquLu7s2bNGk6fPk1gYCAg8h8NGzYMb29vZDIZEonETJLhWaBtFTekEgGFIOYTxTnB21OaYhRAL9UR7qVCaw2eyVJ6CF1o0+dz5PLC2rXUHA17ryWwLqV4305ZRpomOKAStOwPyCXaBbpfG8WcCz1o208kxyyQDHgSSIvQmY2Nr0OyKolcQx5ZRjW7K4qeuTyt6n6bvzJo1uZduHyKRHsjWQnR2Lrfn07ifwGPZbzcvXuXUaNGsWfPnmIzg6J4knDB424zadIkxowZY/qemZmJj4/Pfds/Df49conzBw+DQYcgSBGU1vTp9xoSqfn4rt2OxWgUr07XgEp8/E7Hkrp7YtQJ8qZO0KP/Id8d/AYbtxwmO+EigFjZlD9kicKbrr06Ur+yL7Pmr0GdnoFwj0FSt8d4QoN7E39bNMhSk+LYsHoZ1byt+XL8GMIP/YmflyNRydn8tvkMnZtV5fDKCVhY29O3a2NmTJ+Gi5WBwEqBjP34U4yaPKxj9qLVvIu9vT3vv/8+Y8eOxdnZGScnJz7//HNq1KhBw5oVufJHkbEYBfRYoHUSDdyYPGvSjl/n2vG5IMzJZ9AVX1mJadw+fxQ4SkE4B8DW9dEqI54U6lwxr+aeU/jKoCRv2qY1G9iyaxstytdneKN+LDj7J+F3I+jXrx9r1qwhJCSErl27kpyczN9//20yaK9cuUJSUhJt2rQhLS2NGjVqmFSkXVxc2LJlC/PmzcPd3Z1x48ahP7mP0z9/x+nfxXtKUmwMf/75Z4njTM33roQmZpOQmYe7XeF9aEKXyrSu5Eb98o44WosPTpVGz/C/zrP7qjgR8nN+MuMlT6tn2r/XiEzOQSYVSMvVUMHFhuGtAsjOL4H+/q1aGIxGgu+k8VGrgIf0eH/89ddfvPfee5QrVw6pVErdunXp378/wcHBgGi8nDp1im3btlG+fHmOHDnCiBEj8PT0NOUPlTbcbC1Y2K8Oi1ZsNy27WsE8JFchRsH0jr9Qs37JeYrljMmsE51HVL1jiYNBzwl/Dam2Ap0du9NqwHh+mNqVFf4i2+x4xVbk67aglQmMT6zPu+OWl9jvg3Bqwy9sryhem58n1GPQhBVm66Nn1uKKtwGl7P7Ps1cF3rWaicVcEoGUu7fLjJeiOH/+PImJiWb8C3q9niNHjrBw4UJu3rwJPDhcUBI8PDyKeVketo1SqTSxdz5rnN+/V8wrEfKzTNSprF3x6wO38fa+/9ifF/w9nfj8ozeYMScTXW5EYYjIIOfrL4aa2hnyCe6EInHSwysncOnwJfQ6KDACFIY8ysni6BRQFVQ3Wbr9ItlqNfYWFjTw9aGurQfndoolld5GI419yzF63FRUGi2+zg4Ma9mIhJt5LHi3D45eRt5t1wKZrCd9+vRBpVLRrl07VqxYQVKESFctkRsYNGsuORkJrD96BhLEUJnBwoo8T08s42KLUf87eUPqPdInMgs9jp6lX01SFDGh1wGwcyqcbapV2Sgtn17Q71kiNTUVCwuLEr1plg7ig/7onXMcvxuM0WjEYDCY8tBSU1NJTU1l5syZ2NramjwvRQU0IyIiiI6Opnfv3rRr1w4QK8qOHj1qVi4PgEb8fa+ePI5+6HCMBiOyezhRCvSB1pyJYs2ZKFYMaUCrIFcEQcDOQk6HqubX3R/HI0yGi41SRoCrDatPR5GVp0UmlWCtkNKpmofJ2LkfbsZnseaMORv2lZhMdl2JQ6sXvW2+TlY09HeiT/2nm0QFBARw+PBhcnJyyMzMxNPTk759++Lv749KpeKLL75g8+bNdOvWDYCaNWty4cIFvv/++2dmvAB0qeFJaKuBHD51G4wyZHprgiwMIMioVK42b48f98CKu5+WT4ZAsM2FobU/o1mrTjTa0gqAyel/clA7mk/H/4Pnr58RnHGFUx5ZZFiL1/eZrKs8bjA2JfImw3IK79Pl3IoblJr8mmKl4tU2XmKvnWPaPx9CvjPSNeDB1b3/C3gs46Vdu3ZcvnzZbNmQIUOoXLkyEyZMoEKFCg8NF5SEJk2asHfvXrO8lz179tC0adPHGd4zg2DUYhRAovTBoEoByQOE/gxyKjVuT4/WtZ7fAB8CSwcHsooMWWJpzn9izDdeJJJC4yXi8lU0OYXfBYkBtdSKDL0dFvIUetSpRo864gUit9Jj5yzNzwfRm5Jiu9SpSKfqgRRaTYh8NEaBtFiBk+uPUcVBz57lX2Jt74qVowfWQg7R0aIhoLAy4ORTDSefaqSfvIWEQgM3296HD0cNJzMpirysVFJiQmn45gSC/53PyehCuncAdz/RbX/3ygHUOWkoLO2QK23wrPRofDePgtT4LECKIBU4u2UOoedOEndbg2t5KZ2GfYV7xQaltq/SwtrFf3Mj9jYgMuWOHTuWg5fvcCTDEXXMdbKPb0Aul7N9+3YcHByYN28eW7Zswc7OjsTERIYPH46dnR1vvPEGM2bMoG7duly6dIk+ffqYyqALrvvGjRub9tuuXTtTToxBr0et1ZGcXRh2uXMjk8n9l2GltCXAzYuOH9bApbKY9/Recz+WH4/kUrQ4mx68/Cwdq7rzc/86JYod/nWyMFydrdYxc+f1Ym3O3Unj+7cefL3W9LY3VTT5OVvxeadK/H3qDqfCU01tnB5iAD0urK2tsba2Ji0tjf/++485c+ag1WrRarUPDNs+SxisnDhvGCV+kcCMj1sS6P7g6imA77/7lN2BNwCoF+0Nypu0Xz0TrMR7Q7l0KTK5AuQK+o9dQn/E8t++8xsR6mmknOBQYr93L5zgv10/AyAVZFzKvUWSXI3SICFPqocidmSNZj2Kba+VisbLuqzDHPq6IXKkyI0S8V2QIhNkKAQZckGGXKpALpGjkCqRyxQo5ErkMiVKuSVyhSVKpRVypSUWFjYoLKxQWtli7eSOe2DNYvstTYSf3svA85+R4S+ey563HV/q5OPSwmMZL7a2tlSvbk7+ZG1tjbOzs2n56NGj+fbbbwkMDCQwMJBvv/0WKysr+vfvb9pm4MCBlCtXjlmzRH2HUaNG0bJlS2bPnk2PHj3YunUr+/btMyWovXiIf/AGLRvRpVn1V6687/3+HflzvZz02Ggs7J0Y8LZ57ofRKN70zMJGggAY8agoo0nPIWj0dpzecZ0ggx3lGlZk9em/+fdYODFpGWTmqYup/G7atInff/+d8+fPk5KSwp4tf9KmWz/S7l7iyJq5RF7M4lRYFMFRMcT8sQ+1Tsf0nh2xVBRy4SgtC8dTOyiI4OgEYqIiOXHiBDGxccz+5uv8/b5naqfKSjc7toav1aTBG59zfNVXnNoWYrYusL4T3ceVHJ54XOi14n8kIUxPQlgBhb1AUqSBf2Z9zbszF+DgEVgq+yotxMQWJt526dKFu3fvsv63uWA0gCBB5ujFzJ+XYCxXEx8PSy5dukReXh55eaKHpIBKf9myZaxfv54ffviBCRMmEBcXZ1KiXrduHSDyjrRo0QJnZ2dCQkJIS0vDzc0NQSIhWqXh172F1/qWczvg3A4aBXXk3TYTWDf/Ap16BVCxY3neqOPNG3W8mbrtKhvPR5Ol1rHnWgKVJu/G38WajtXcmdSlsNS0TWU3NodEY6OUYa2U4WClwNVGQWhiNnfyK4L0hofnKd1OzDaVYreu5MZrNb3oWt2Tf87d5bfDYUgEAR+n0qmQ+e+//zAajVSqVInbt28zbtw4KlWqxJAhQ5DL5bRq1Ypx48ZhaWlJ+fLlOXz4MH/++Sc//lhYbVKgYXP7tmicXr58GVtbW3x9fXFyEg3Beyu6srOzTe1B9JpduHABJycnfH19gUJ9pgJ0mHeE39+tR7OKLsgkAhZy8/vi9bhMgqPS2Cct/H0HtP6QZce/ISv/YTswwptxU3cVOw9yC0t8cy0JJZdsY8nVflO2fsxZv+J1gmAul+KTRIlGhLVWAhi4Vs7ANZ4y70Wd/7q3duQEBMQLWOgElHoJSoMEC4MUpVGGJXKUghwLiQJ7pT1vDJiOs+/jKZj/vWMWGQEC7mnwtdsgWk7//OmO4xVBqbNqjR8/HpVKxYgRI0wkdXv27DHjeImKijKbOTRt2pS1a9cyefJkvvrqKwICAli3bt1LxPEi3twKXKKvkuEC4GBjycghD2cOLZpjVMCubutgR4UG4owlsHozckMSsQhyRHtiJV4OdjSu5MXyQxeK9ZWTk0OzZs146623GDZsGK7layCTyXD1r8ubX6wh9e5Vzg/qQ40KLlTTO/PvuVAEqfnM0dmjsAqpV6u2vNakBe9NGIt9OW8GjxjOF6PH3LtbGvX6nPhzs2nlKCYB7zvyJw17K7h782qxtplpj8d58yBUa1KTc7uvlbhOky0lOzX2pTNeXJycycqPsSmVSj799FN2qiuTaBSv1bQDy/hh+wWkR2KobG+kQoUK3Lx5k4EDB/Lzzz8zc+ZMunfvzsGDB9Hr9Zw4cQK1Ws2VK1dMpJQDBw7E0tKS5ORkXn/9dbKysvD29mbMmDH88ssvxMbGMmTad7w9Np3onRpSc2QIQnEPxry9ocSERmMpl2KpkGIpl9KxmgenwlOISRcfOhHJOfx+OJyxHSqhkIn3l1m9ajCrVw1i0lWotXpScjTcTc1lzD8XTX23rvTgWeqm4GhT+8oetnzcRny4SCQCbzf05e2Gvk9d4l8UGRkZTJo0iejoaJycnHjzzTeZOXOmSSBy7dq1TJo0iQEDBpCamkr58uWZOXMmw4cPN/Xx22+/mRU0FJRdL1++nMGDBwMQFhZGcnKyqc25c+dMEg2AKadw0KBBrFixAqPRyIW76QC42ipJyhKrAT7867xpGxuljGpedqi0euIy8kxtqjgW3u9/OTWVmnhxCjG35Z237y+ymikVc5w85CUXOaRaiEZKxXgBW40EvWAk2cpAlyw/lFIlhvyJWaNa3Urcflann9iz51c0eg0agwatUYfWoEOLHi06tEYDWkGPTjCgzX/pJEa0EmP+O+ikRnQS0Yujk5L/GVQWhf+HMI8CqZcHecfucmzFW6z4OuQBbYpDll9oUTFdScvR/z8MFwDB+D8ifpCZmYm9vT0ZGRnY2T15ZnpJmPr1TJBoadmtP20bPNvciSdBTHIGG7YdQ6vWYDDoMRqMGI1GjEYDRoMRjAastEk4pp/CqBdnj+LPboT8dhjFS0sqMWA0QnaaHk2OlIC6DvScUMjrcSFkD/HndnN13y0AarWtQIfhP5c4rhEjRjBu3Dj8/f0pX748SUlJKBQK6tWrx8yZM03G6dq1a00Ed/fin3/+4a233ipxnSAIxTw+AKemHsI7T7ygr6Qd42p6IZ18g241iLx6laRIQ7Fjexps+34QoWdLKKUA3PwkvDu7uNbTi4ZKpTIL50boHTmirYAxvzojaets1NFX0edmYmHrQNd2LZk+fTpVq1YlLy+P/v37c/r0aZKTk3F2dqZBgwZMnjzZxAQL0Lp1a/z8/FixYgUAkZGRJuHNomjVqhXfD17E2VMJJd7e0yUGltipS1hjDiuFlKvTOpkMiSO3kpi67WqxaqACzHmzJn0aPDhHpfvCY6Yw1bTu1ajoZkMjfydk0lc0O/sJcDsxm2F/niMi/zwGuFozrXt1Zuy4xp2UXFTa+wvDNqngjMPdVYTbHyXWtXi7JdYf0bj3iBK3fXNWTW55iY8oz1Sw0IJSL6DUSbAwSDjtJ97P5mp60HnYjBL7eJG4un8DsXeukJuXhSovG5UmlzydCpVeRZ5BQ55Rg9qoZWd+1ZNdjpHjI648sM+E0Evs3vQDGr2aaoFNUauyGWlcg22ukYPvnniqyqwXhSd5fr+6fObPFeLFI31Jb1Yr/9qJJuPmA9uUy7tKcsTjuEXFh7/SsrA648DGuYT8c9j03cZNz1cVegM/U3XyTPxatsFGJkUdHsrWoe8gb9meo6miD3Xg6DEM7v4aKpWKefPm0bFjR27fvo2rqyuuruLM98aNGyaW1cWLFzNnzpwSSbMehmB/Gd7Xxd8sS1uYk2DvYaBp/+lcH/06IMXO+fG5dkpC8p2LhJ5LpmhuT9M3G2Ln4oOtizdeVdvcf+MXCEtLS6ZOnUpaWhqZmZm0+tX8punaYwIA7Sq7MbiZHy0CCz0UFhYWbNq06aH7uJckzc/P74H6VHUHVkGv0nF5021OHi/McRKMsGRgfVRaPXkaPSpt/kujJ0+rJzd/WetKribDRas3MOzPc6h1heaQj5MlDpYKmlV0oUNVd+r6Ojz0GMSKJtF4mbJN9OB92rYiYztWeui2rxrytHrCkrK5nZhN8J00/F2sqenjwOTNV0yGC8AvA+pRycOW3aNbYjQaUWn16AxGwpNyuBGXibONEnc7Jd6OVvm5QGLO07ltS5l36Wcu+eSHqo1G3Hzu75EMyrXjVv65jzPRPRkRw0KFhpCb55NXdz1LVGvXm2r0fmCbo2t+YKdmBQCGhzxiMuOieHtXf5I98u81uVcpnwi4QZaVwK6VU+n58Y8P7ON/BWXGyyNBvNnKS0gIfBmg1xayhkoU3iAI4g1ckBR+zisMm7gG2GI06MjNyMZoBBtnByQyBba2AlKpBIkgQZBIsLS1p/Fbk8jJTuP62W1YORaS4Mks9CzuPIoYmWglxygsSZGJMf+snTuRevmwxtWPVTfFsMSv1u4M9SxHNUslP/74I8uWLePSpUu0a9fOFIZzd3c36a9s3ryZvn37YmPz+NU6IwY1Z+fZUNISE/FNtcBTqI1EJqVq20HIZDLU+dI3Lg+4aT4OEsIvmKqeeo0fjlfV1i99lVFRODo64ujoyPdvSflu1w2Ss0UPR4eq7vw6oG6pexjup6EDopCj1KbkKsJuF4bRvE5f9IIRn5pO1Kqp5stpX3L69Gnkcjm1a9dm+q7C3IkTp84S9fcXqONDEQQJfd56kyWTf37s/9SnbSuikEnYcalQJiPvAZ6GVxGJWXlM+/cah24kkqO5/7G927g803ua5z0KgoCVQnyU1PZxoLaPw323r999KKu6DyUrMZaIkEPYOXvhV7/1fdvPmHqYQUe3k5EWR252Orm5GeSqMsnV5JCnzUWlU+FpV466g4Y81vG+rNA85Il8bNtvJNuL95o6UVKueOq441Y4abK3K50J2auAMuPlUZCv2PyyuoklUqk4BzHYIEgkYsjIYAD0IEho1r4FyTv/BaBcZSVvT1vD4k+6kJta4F3J5P15O4DCB8vZM6dJSExi1O5j+FAYbzYajey5Gsq5mFhU/xyiRv0GJACf+blTs2p5UnNVjNi9BVsnZ5Jeb4ExV5ytGQCN0YhGo+G7775DLpfz3nvvkZiYaEog1GhEI+z8+fNcuHCBRYsWPfE56dogEAgEmpmW9e7dm02bNplm/vVC73KuUyGxmk6nw8XFhYwi+k+TJk0yJZ8W4J133mH16tVmHoSJXVrhYmvDpjm/sunCR5y4VVivLZfLOXfuXDEdsKJo2LAh586dM/U5cuTIZ8aYej/0rufNm3XLEZuRh7O1oljyZWkhLTGN6lWrM2jQIN566y0MWvNAUVxcHCd+u8TN8EwUcoHzYadYe/gHGvi3xNYg8vkc23ecT8dPZtKkSfz8888oFAouXrxoyqWLjY2le7fOyPyb4NRhOAZNLlG3NzB48GA2bNjwWOOt6e1AI38nk/HSq245hrWsUCrn4mXBl5uvsPeayD5oayEj0M0GfxcbbiVkkZqjwclawdAW/nSv5VUq+7N186Jmp/4PbSeVSqncuniV0P8SWvQbi+2vy8myEtDIH5w35VmuEqT8i2Aw8p5/PyrV78CqtZO5STz15RVp8+XE5zTqF48y4+WRkO95eUY386eFwtIKbRYgyUafV1xR9+ieQ1TLN7xys8SsfXWR0ml9kYdHgThbgFUyP/2TREaMFp9yhW0P3gjnSGg4P86fTcuWnZgxYwZngSCZQE83BzrNW41GpcKrXRc8bW25vvAHADQXz1P7s/fJzc3F0dGRTp068emnn1KxYkXWrFnD5MmTmT59Oj///DPLli2jSpUqpV4qn5qaipWlEielgrtpmcgU5tUhnp6eZGRk0KBBA9q0acMPP/zArFmz6N27N3Xr1gVEw2XVqlU4OzvzwQcfYGdnx7q1q7B1EUBj5HxEDCduRSOVCLSrXJG0XBVnI6OpU6cOev39Z7TZ2dnY29vj5OREeHh4qR7340AQBMo5PF3VTHZ8DvGXkvFv7Y1UYX7NHFsQQvQ1W7zpQHo+0fN/S6+QctCBCn521O0TiIefB5aSSOysZNSq5sSBuBU0atSc10a0YveucBxS9Ow69isjR45k4sTCm3UBAy3A9u3bkcpkOHT8CEGQsHxIAxxVbahTpw63b9+mYsXHq+i4la+RNLS5P5Nfq/qEZ+blhU4v3gMcrOScn9wBqaR0ko/L8GjonVie5X4ij9CD2HHrvDaIllMWcqRCHhOz/2J5XCCfT91ZYtv/dbycroSXFPKX1PPSv087bNxrYeFYBQunqlg6V8PKtTqCNJ+wS69Fkh+aSYsR+PeHwWYcLllJUnb//CE5afFYW1tz8eJFVuwQM97vpKSb2hmNRo6HRTDkvcHs3n2YZs2asWW7yLj5/h9/E3T0MofXrELi6s7dPTu5/tsC07YOLi5cuHCBEydO0LNnT65cuULt2rUpV64cy5eLzJkbN25EpVKxevVq3n///WLHuWnTJjp16oSLi8tDKztSE6+SmxVntuzAgQPs+u0zRnUQVYWL9qHT6UhOTsbFxYUzZ84we/ZsIiMjAUwioyCqJNvZ2ZGcnMy3337LxIkTOXvmHN0H9qdCbQf+uyYmMk/r2ZGO1YPo27AWzYN8MRgMzJ07977jvXbtGmlpaWas0a8KDAYDYXvvkHo7HYB9Cy7w36YwVn52hOtbw8z4R2LuFLKyqvMXGwGNAW6EZ7Lmu/P8+/VJYuPF/CyVkMmevbv5dORw6jX3wdpCRpYqjej467i5udG0aVPc3d1p1aqVGbWCWq1GIpUjCBJaBrnSppIblpaiUfYkFAwFJcLbL8U9pOWricqeYvi3RaBrmeHynPH7zD4mwwUgI+HuA9t/N2IzgXECOZYCKw/8/8hvKQllnpdHguh5UchfztNVzsWezz7ozs7jV7kTGYdcKUepUBCrVqPJTMBo0ONctT4RF8SpbtSNeO796a8eiyHs8mBc2r1DrVq1cE6NZeWJYLM2Ek89Gblq1qwV3e/N3ujFrLhM1F+OQhN+m+Tjh9GcP4Xl673xbtGahmnxrPp2OgBZP88m4/V2+Pn5sWzZMgIDA5k/fz6RkZGmh4pCoeCHH34gJyeHgQMHAuZcFDk5OTRo0IBGjRoxfbrYb0lcFEe2dEVrJyYwS/RGJHoQdBIwSFHLpZRrbgX/QEpMKDvmvY+FtQ3bjooEWp1b1yMpIhhX/7p4e3sjkUiIiRH5ULZu3QqAjY2NmeFT28+DdxqKrNMFM1g7ewEnDymuPt4kepXj2K3FLF26lHHjxj3tz/3S4c7hGHZvDEMC1KzhTEyqmDOj0hs5sOsOZ/bdxT/AjoBmXuRpSi4V/T/2zjo+q/p94+/z5LqLFSNGN6O7QTpFEBUp0S8liqBSooQiIqCUSJfS3d0xRsdgY8W688nz++Nsz3jYxpBQv9/frteLF098zufEnnPOde77uq/b39eG1GQNcek6wuPyheWHru7F1taWXr16cft6LMooDZFpEoGYNm0ac+fOpVatWqxZs4Y2bdpw69Yt/P39ad26NWPHfYrh4lZOGrpxJCiExTO+BKS0VHKmlhl775CtNWCtVuT6wMjzX6sUKBUylDIBhVzGziDJVM/BSllw4/8LkKnRozMYcbAq3EjP015ymN13M5pP21WgjMvr7wFVgsJx1vjA9No/WsBjQN0ix+pysrm473dylNI9KVpZeBXd/wf8O+/G/yLo9QZTEYniX+rvkpaZw08/rkA0xhf6vUE08rZda2bUukZaUDI5afl/dgcfEOytSb6dQU6qgqidGyjnJcfR29yFV2VtwLJiY+Agbdq0pkOHAN56K9+w2xDygJQvR4NKje2oCcQe3sf672eYvk9NSiIgIICpU6cybdo0RFFk9+7d3LqVX+ESFhbG5MmTqVu3rqkC6WkvikGDBnHixInnelEAIOTfYIxyAaMcUImAHpmNHlc36eaqyTRw70IsEMvpC9J2GMJjWDNxMrXalKfN8J+Ry+Xo9dJT99atWwFJT+Hv70+HDh1YtmQxQY9jKGX7kDaVy1O3tBfH74Xw1aajTB/UnJCE+8xdcRzAzFPjfwnR96SKLiMQdDO/XNzPw5KImGwydEZu3kvh5r2UIueo27s8zhWdeHIllmu7Q3gcKxGYHSe3MXDgQCwsLNi98QK2YNIFjRgxwuTkW7t2bY4ePcrvv//OrFmzqFq1KmNnzGf+d1+TcnI1HefLGTd2DO7u7sjlcnYGRbEtMKqozSkSrrZ/T0uS14nj9+MYvFJqpLtvdDOqeBYsRe1f35fJO29jMIrci04rIS9/I77tsojONyTtXXApkdob6qLUi6h0oDSASg8qvYDKAHF2IhmWAriA3CDS2/XNtYP4t6OEvBQDrT5fp6B6jdVGz6u4AOkCPX36dJYtW2Yy+/vll19M5l8gXbyPHDlCRGQUSoUcHx8f2rZti4uLi9QtWtQDImFOXigys/h86UlSwyKY1LsxXk622Pu7s7T5RGwVcvpmfU5SiAHRICMpPF+I6uLvwbhNu7mSmsn5s5JfiqXNQyZPGY6Dgwx3Dwtc3CphbeHCses3UbXqgCBX8O3HI6jeqTmtWkk6g9jYWE6cOEF6ejpDhw4lIiICR0dH9u3bx8iRIwkLC2Pnzp306NGDb7/N92vIS93koWXLloSGhlKmTBmuXbtGrVq1ChzbJm/9wdn9NdDZSKTDIqsRaqtSaHMS0BtOo7PO1TBZgJMP6LVG5CopIiATJEFoUmzBjuZ5mhUbGxsePJCelmZ8NRrHUhU4dvchbauWo3ONytx5EkdsWgafLjsqrV+tJEdjLGDp/r+C4DtSLyOlADZqOVqDETcXSzpOro82TUvwoXAeBcUTk6zBIErjOrxTgbBrEtmuWtMF54qSaNszwB3PAHfSItI4fuQkD5c+ZOhQqQ+XPjfPZGclja1SxVx7UrlyZcLD88PvP076hHDH2ly4HcK4TtUZ0aI88+bNo0yZMtxNksiRhVLG6Db+ZGr0ZGoMZGj0ZGr0ZORGKvQGEZ1RRG8wIgjwXiO/N3cg3wCiU7NNxAXgdHB8oeTlSa7Rn0ouo34ZpwLfl+DNwbd2U0667uD7pe9xoEwqBrmATiGgK/TuLGCdLdLkiS2Dm4+nWtvnl2H/L6OEvBSDHG2+9bRS+fpuPnnC2MGDB9O7d+8C33///ffMmzePVatWUaFCBb799lvatWvH/fv3TW7FdevWZeDAgTg4u/Hr4g0cP7yZtWvXMmbMGGSydFPEqGzKbe7PmEuSUk0qkORSHZV7Kc5Y1iA4S4pCBLafzlvRp2kYcRmZwYAgGuEPuOVSDc8Tkruo9nEcAOs3PcB9yAdUHuZG5cu/8vtvgZSpXhN9bDT2nXoAIN+7lU7jxwPw4MEDrK2tqVatGs7OzgQEBFC3bl2aNm3K2LFjqVOnjom8eHl50b79q3XjlivVVK6znrtB/dFZiRi4QJV6p7GyLcWp3f7kpQFdfSsxeK6k2QkbO5grP68iNCGJ2qW9sMk1Snq6FUTDhg3ZsGGDKT0F4ODhL0VnRPj4t/WEXztAnQ6VSI6JYu/BeziobXD2kvHVqlNmy/0vIS8S0ri1N9X6mps4WjhYUL1fBfxrgSY2gbgIAfsa5XCr5kbp5t4wFko3LljBYudjx/aTW6lbty41a+b2Hcrl1M62HthZO7N8wQFCrnoikwvI5QLnzlxj4CBJnxSRlMWZhwmk5+iRWzvi6+7M5s2bsbCwoF27dhzZLdngT+pUmfcb+72Jw/KPI0urZ/IOc2fpMw8TGN68bAHNmCz3vYhYZGqpBG8OTt7lmD3jLJOT40mLjSA7NZGs9FRyslLIyUonJ1syuXNwcKdB3xGorP57rBjeFErISzHI0zAAKJ/TMfWvolOnTkUasImiyPz58/nqq69MYtHVq1fj7u7Ohg0bGDFiBADDhw83LbNk0TcsXVeXjwb1ICUlxVR+DFIPmpCQEPr165ffu0QQ8UmKY/birTikxaLUxKEQrREVdvzSoz+Xq9YCNhGWoyWvsYPMVRIAK3xKQ9+PCAHeKfsAYeUWIrQ63I9JIt+vy5ZiYJ2B2NnZMWjQIJo1a0ZcXBxhYWFYWFiwYMEC1q5dy/bt2wkICODbb79l+/btjBo1ihUrVryW4+vqHYBOu5zg4CHorODSoe607H0Jo8qAWaNI4NGlHdhGSDqK6xHR9KpbHYVaTUxMDEajER8fyYF15MiRjB49mshI87bVBoMBGxsbLKwdqNC0PxWa9gegfN3FHP59L7O2SFqjv7v0+e9AdlIOWfrcSJZl4edH9q3bPO6T/4SY0rYtT4bmC7Kf1S0ZjUbOrrjK5o2b+aTHp1xYegO5Uk5lFytiIrMQBIF2Nd5m79XV+DuUw9u5PGcfHCI2Noy61aQ2GCPXX+XcrvWovSojU1lybtctlvwwndmzZ+Pg4MCTFKnqzvMVK6v+aRiNIr+eeMjRe3E0K+9CQqaWHJ2Bo3fjTL2YALrUKMWeG9GcDk5g46UI6pdx5Mttt0jI1FDZw87UTkFnELkfk15odKYEbx7Wjq7/L5oqvg6UkJdioH0q8qL6m0qlQ0NDiYmJMYtAqNVqWrRowblz50zk5WlkZmZy7+oJSpf2Y8TYiViq1Qgygbj4WJZ0bMPva/8gMiETfv3VtIytIKPBjatPzaIl05jI4LnT6ejiyn8AY3Iiuof3kdnaIXdyAUGGIeIxOaePofD2ZcL6VESlCmRyatta0cXNgd4qI6GhoaYGfp9//jmdO3dm7dq1DBs2jH379nHlyhUEQSA0NJQ///wTgICAAAYOHMjq1atfy3H0LNuKiEedyWAfBsdEli/3Yt/+/GqXkJBH9GhVA0u9ngDPsliplGRqdSw9f4HOHr50+o9UrpjnJKtQKPDw8CAmJoa6devSv39/U4pr2rRppnm9vb3p1q0bXl5e/LjvCMkZGuws1GReXw9NmwJSpVP9+vW5ePEiIFVC7dy5k+vXpSjXyZMnGTNmDM2aNaNPn39faFiXpcOoF3kSGJsXECE7TVvo2NRtW83eX719iwG5XeehoG4p/nYiv67diMEo4mHVgKvXCmqFWtXojc6gZeu5xWRp0rFQWQECb7/Xkn6DRBSOXihsnUk9swGjLpvFLj6ovSoxbvxnjBkzBgQZShdfhN57AHeSkpL4+uuv2bhxIykpKQiCgJ+fH3v27CmQntq7dy/ffPMNN27cQKVSYWVlhSAIhaZ/C8PzUsY6nY6vv/6affv2ERISgr29PW3btmX27Nl4ekoRqqSkJKZOncqhQ4cIDQvHqLLFqkJDrjZ7F5k6X6uSem4z+rCraGJCWGepptP3BzgfksiX22+abU9IfL7os5S9RYnepQh89Ft3bhNLTaEU3/VZgr29+z+9Sf+vUUJeioHO+HTk5e8hLzExkt7C3d385HB3dycsLMzss19//ZUJEyaQmZlJpUqVOHr0COXKShc5URT5+MOB/Ofjj+nasRVfz1puWs4Sd1qfl1Imj/xtuOeQSefLIrdzsvkgIgLCHgOQc2AXOQd2YdGhK/ZffIOicjWEnGzSf56FMTUFEMFgQH/3JgfqVSTQzY2Y4cPNdCtt2rQBpEjR7Nmz6dy5s6lz7tPeJwaDgTVr1rBmzRrkcjlhYWF4eUkmM35+fgX2vW7duqYy3F69epkEtXlICL9BuQpDuXX1DgaHx6xclcz5c/mVLHFx8eyMi0cmCAT0Lcv8j1rz2cpzBEckMn/BYkBqNJrn8QJSpYqLiwuBgYEEBkrVWP369WN8booMIDY2lsWLF5vel3KyYXzbFtw6FUFKfB8C3noXgJSUFNOYkSNHmnQ0ANevX+f69eusXr36X0dews8+Ye/aewV6EEXcS6ZWIePtOncmecNG0/tm1WsgHj9e5PzWLpa0qNKFplW6FPjO3U6JwShiNIj0bTiQXvUHkmwwsOfSaiJTw7GsXYegP39C5VqarIeXKPXBz6hcS5N0/HdSL23DsnxDrKu2IOPmUbRP7uFuI4m7nzx5woEDB5DL5axevZrs7GzGjRtH48aNSUxMNKUOt27dyrBhw5g5cyatW7fm5MmTHDhwgIEDBxaa/i0Mz0sZZ2VlERgYyOTJk6lZsybJycmMHTuWbt26ceXKFdO2PnnyhK+mz2TS8WT0aXEkHfwFezGdAV8vwEopp6m/CzuMZ/HpUYsnUVGsWLGCj1qW43xIvqC6koctAxr4EpWSjVouo5SDJa0ruWGp+ncWJrwJGA0GDp1Zho9bBapWbmP2eZ69hF6v46NVPbmolK4/J3lI0x1t2dLoVypWaPaPbHcJSshLsdDp8iMvir/Z/+DZvHRhnWsHDhxIu3btiI6OZu7cufTr14+zZ89iYWHBwoULSUtLY9KkSbnz5Wl27Om2Kd+DpXSijHLB0vNzVQtLtpb2A6B32GOGffMdWz3KIbOVwsjWb79P6owvsB09icx1yzHGSUTLokw5ckIfERcXZ0ZcXF1dSUtLQ6fTYTRKEZmFC80bOdrY2JCRkYGdnR1paWlYWVmRlZWFt7c3KpWK7t27YzAYmDRpEq1btyYmJoZBgwYhCAIymczMRyQ7PYHzm78j5OZ9UmMk8S1Y4NXAkdzqanJSVNzbLPVCUVkb8K7gRIMeI/Gs1JRhL5DZKa5qSKfTmb3X6/Vs++4dIu5kE3k3h8i7vzG3X2ecvEQeX9uPX+1O3L9/H502ixO/f0FaYgKdx/yChc2/UzgZcS2u0OaJHqVtC/kUrOrWpdLtWyQuW0bGyVM45XY1Lgo2pWx4d3pDbm4L5sGdZLJ0RtP6KtRxo0Z/855C84884KHd2wBIsb6fsK7aCkPULT6tJdC9X3Oqze9NxarV+W37brJ1BtIzR/BB29qcO3Wc6pUr4OPjQ2RkJGvXruXtt982zf3RRx9x8OBB3nrrLfR6PWPGjOGHH34w+RBVqFCBYcOGFX/QnsLzUsb29vYcPnzY7LOFCxdSv359wsPD8fX1pVq1anz90298sj4QpaMFnr5+TG3nw7iRQ/mma2UUuentlt9LztB5VXgtKrgSMvMtjt2Lw0otp56f07/Wu+pNIi7uIZN3fco5ZShWeguyFDnIQmUMv90GEDmVdItghXSOGwURg8wAhVTILz27gHlPkZeoqNuER98hOSMOd0cf6tbs9jft0f9PlJCXYqDL07yImJ6+nkVxlUPbtm1j6dKlXL16lcTExEKrZKKjo+nZsydnzpwxpVuaN29u0qgIgmASRj5LYC5duoRGo+Ho0aNkZWVhaWmJi4sLTZo04cKFC6jVUnln3vLLls3lQrU69OgyEESop0+j7G7pydgUecnF8ilfAeDXtRfZ4ybTrls3arpY8fu8uaTHxYAgUHrmfGrERbD7p7nIctsT2NjYkJ6ejtFopHfv3jx69IiLFy9StmxZHj16xLBhw1ixYgUrVqzgww8/BMDLy8vUXbRp06YcOnQIrVZLfHw8cXFxPHr0iFmzZpm27emoTXpCONtnDSQkKM/a/+mLskDURQ8S7jviXiuR5Ed22LgaqFCnCo3fmf7G+xApFAr6Tf2T3T9+wINL+cQnKUpgzy8/4+G3CrlCwZOQRHJSpVPy9rFV1O327zSs02RJhN7f14amw6qh10iVOLZeRR9HQS7HZeRIXEaOLHJMHjLjsrh/4DEWNirqtvRCZa3k8v4wUjQGTp+IQq6SU7VXvkPu6Nb+NCnvQlq2jmydga5zICfyNnpNNm+1aYGQHotWo6F186bM+M9Arl27RpkyZahUsYIpDXv16lV0Op1ZqlYulyOXy7l48SJvvfUWgYGBREVFIZPJqF27NjExMdSqVYu5c+eaVQG+bqSmpiIIgqnv14FbMXy8/ipGEbwdLVn5QT1O7t6MnZ2dibgUBZlMoG2V/9/pjo0nFnBOGQpAlkK61hoFI0syc0njc6rhF/iPZ3Sw5BquM0rnQVZmMkPWv80t9VMGhmHgeGkmg1yaM6zn969/J0pQ4rBbHLSmyEvRUZe8MPCiRYuK/L5JkybMnj27yDmmT5+OIAgcO3aMs2fPIggCDx8+pGHDhvz6668mAe6gQYOIjo4mOjqaoUOH4ufnR0BAACkpKVhaWpoRmwULFnD9+nWCgoIICgpizJdzAOjTpzet2zYDVQqoU7isdsC+Z08A6ltZEz7iI6k/0lP/Hu3cwt2m1fizVnm+/vgjQh4+pLy/P4giX7tYUcdOypMbjUbatWtHWprUTfq3335j/fr1JpFrTk4OCoWCmTNnUqtWLY4fP44oitSsWZO7d+8CEpHz9/dHFEWcnJyoVkqGVqtl9/btWKmVeDnb0q2+P79+3IHB7aR+QdGPIp8iLlC6ujW9vhjJJ7+vo/nbTVFZG9CmKwk/WQonB3dGLNpPqw9//FsbKHYdv4pPVqyh44jeeFaQHuU06QrCbmYSci3VRFwA5PJ/b8WHViORRitbFVauVth52zyXuPxVnF9xmwvnYzh3NpqThyM4vCOEFE0+UU2JNm+BIZMJ1PNzwk0fR//GUrVTRtB+nHt8yblEC9PvatWqVXTs2JFDhw7Rs2dPLl++zJ07dwApVatSqXB0dAQgMTGRGTNm4Ovra0rj5rVtmDZtGl9//TV79uzB0dGRFi1akJSUxJtATk4OEydOZMCAAdjlVsBtDYzEmCs0ytYaGL78BKMnfI1zwFtU+Go/fhP30mruCVaeDX0j2/RPIzz8Gj2WtaLBigDeX96JO/eKTkEWhkFtzI0iV9acgZtWOrbOWhvaGSsxw3MwAVofymic6SRWpa88gK5UZ+3tP03LtfRuxPVbBxj6LHHJRbIqk2XJRzE+py1ICV4eJZGXYpBfbVQ0eXleGBgkwqHVJvLnFkmkmJ0dRUZG+fzKHyAuLo5PP/0Ue3t7s5LaDh060KxZM9q3b8/GjRs5fPgwHh4e3L9/n40bNzJo0CAiIiLw9vamadOmnD592tRY8NnS3BFKNT99+zkuHlWwe7qYQDSSun17/ttn0h4glVI6PuMwfO/uXXx9fc3C5jKZjAcPHtC/f3/TZ3v27CE6Wjq5Y2NjsbCwwN/fn9TUVNO2Xr9+HWtrazIzJfHgL7/8gl6vR6PR4KiXyrmrerrRvGJZIpJS2Hf9PjHxOZRxcTTbJltXA0169qVqmw9Nn9XrNZF6vaQeODptFkqVVYH9+7tgYeNE1daDqdp6MJF3TnJt/0riI+NJSzTi5W9H5P10jDoZlvbOxU/2DyEnO9c/x9Y8lm40Ggne95iEx2nIFDIUShkKlRyFhRyPKs64Vn2xfUpJlp6GHdRylEoBnV5EZzBiMIJ3KSsajii8wWXFihUJCgrC398fizJ1Sdj7E0tLl+brZhLx79ChA+PGjQOgVq1aLF68uEDlGEBaWhqdO3emSpUq6HQ60wNBXnryq6++MmlVVq5cibe3t0l0/jqh0+no378/RqORX58S2nepUcrURDE+KYVbmycjc/Amu1ovhNzrVWhCJjP23GFAg/+t8vy4uId0Pv6eKToSSCRvXxyNxTkVlQ2uLOy3ukghbXZWGjFx9zl3ex+uWlviVZJ4PyohlIODTxAb+wAvr/wIWg/MI59tljchTpVmej8tZi3EYNoWlUHJu9aNCUp7RKBK+l3ZGSxM2pkSvF6UkJdioNPlsmbByI9f/PhCy+xau5sKZapQpWa+54Ven/+jDwtfikZjbeYUK4oizZo14/3332fevHmmFM/cuXOZPXs2DRo0wMHBgfh4ydjr1KlTZGZm8ueff7JixQrc3d1p3rw5586dKzKErVZLNxv30r6I6blmXgYr3J6YO406Dnjnhfazc+fOPHnyhA4dOuDj48Nvv/2G0WjE1tbW9LSanp5Or169+OGHHxg/fjx6vZ6MjAwUCgVjx45l3bp1AHh6erJ06VK6du1qmn/p0qXs3LmTtb9KuXuFXI6ngx0Nm5aiesNyTFm0gwrl7M22qVL9WmbE5Vm8LuJSXKowIyODiRMnsmPHDhITE/Hz82P06NGMzE2bJCUlMWfxFg4dOk9ERAQuLi50s+tGqexkLBQqrBykC3BhQuUvvvjiuVG8Nw1NbhTkycNUNow7SUaO9N4oQlHPmLKjkXz4fVPUdsVHlHJy52/wVmnKd/ADpIaOQ+Z8wIMnN2DyU/PKZKb0oUKhMBnaZT84B4KMtOMrqDj0N0D6jd24cYMePXoQFhZmIiPjx4+nc+fOaLVawsPD6d+/PzY2Nmzfvp0GDRqgUChwd3c3O/fybArUajVly5Y1M8d7Fisi41kSEU+STk8dOyus5TIsZTI+K+NR5DI6nY5+/foRGhrKsWPHTFEXgO61vKjn50REbCLDBvTCrYw7jj2+JjjRvNprUqfKqP+mIoO/C4F3j5i9VxmUaOU6cuRarsmjaLqjLV4aB97xaIWPSxl83Cri61OL0Wv7c0kejl6W+wvN/RmW17jQrtEHKBRKM+JSGIZ7d+HbuA1mnymMckTAWW/N3kEHabqhBRqV1rRt8xtPfS37XYKCKCEvxcBOm99+Od0y/Tkj85GlzOTw5v1m5EWpzH/qzMmOoGXLliaCEh8fT/ny5Rk8eDAzZ840E+wNHDiQpUuXAlLX3LwKle3bt9OpUyf27XvxjqJ+fn6Iosj6PecJvhIORhu+6N2Wx/3zyUr5kydQ5lY53YpNZ+PJUORyGXUrOnM2MAb7oFQSfC1o3d6PgwcP4lepGgO+WUbollDgN6ytHLl58yYZGRnY2Nhw7NgxBg0aZKrM8fb2Jjo6Gr1ez+LFixk+fDgLFizAycnJtJ+2trakp0vHunv37nTp0oVqlcqhlGnZcuUmwXsTSNdKF4hzD9N4Gpf33qR612RGjx7Nrl27AOjWrRsLFy40aQZeB4ozGRw3bhzHjx9n3bp1+Pn5cejQIT7++GM8PT3p3r27qWJk7ty5VKlShbCwMEYMH4alJov3G9fF1sXHNNc333xjFt2ysflnDar0Bul3G5GQU+j3LtYKbGyUGAwiGo2BuHQdRkA0FibzLYjs3C7n2ala9n9zgZAn0jloFEEhU/JZjx/Ra28i6qLwruBL9MP7lCpfkc6dO3Py5EkA7Br0Ju3KLh4EnsXW1halUsn58+fZtGkTGo2GJUuWMHLkSKysrJg3bx6VK1dGqVTStm1bPD092bVrF8nJydy6dYuaNWvi7+9P//79WbBggVmKSKfT8fjxY0qXLm22D5kGA8si4rGRy5n8MP/h4HRyfsrrdkbhxy+PuAQHB3P8+HGcnQtGrGxkOsZ+0BcnWyv27duH2sKS/beimbrzNomZWjpW9WBoszIvdLz/m5CalX/sd7dcjaODFysPfsuj9EhOyUMwCkai1CnMTd4OyUBw7uCngoQWBhXuehuGlOlK99bjXjgy8nanSQQ8asWooxNoa1edUb1+RKmyMKtM8tbb8Ugu6drqGr2oUL7p69jtEhSCEvJSDPwdLah68wmJzm7kFHIRKQpGo/kzqFJpR80aK4D2VK26wOw7V1dX/vzzT0aOHMmCBfnf5fVhyUMe2YmMjOTgwYP88ccfL7FHoFJLjx0CBixr1cL/9Cl0cXFYVKiAoJTO8j+CIolYEYynLnedh+PIuzw73Msi/J6kFTAmaEn//SEuud/Jc9Nr1taSBiY6OprDhw+zfv1607bb29uTmppKkyZNTL2N7ty5Y3odEBDA8ePHTdVHaWlp3Lr3qNB9yc6WSp/livzjPWDAACIjI5k1axYbNmxg06ZNrFu37oU8OF4UxaUKz58/z/vvv0/Lli0BqUx86dKlXLlyhe7du1OtWjWz0u5y5coxYcxQRo79GoPRiI1Tfrjf1tYWD4+in9L/btRt48Ods0/Q6yX7fA9Pa6q/VQZdth5LRzWO5RxMYxPvJ7HppyDkAqheIOpi1BvJ69146ljBlI4gCHi7VgWkp+STVzfxfUA9YlLTEQGVUolWp0Mb8xAMUvqzWr3GGAUZ165JJoqVK1dm6dKlGAwGtmzZQseOHfnuu+8wGAwEBwej0WiYNWsWJ06coHLlyvz222+oVNK2L1iwgKNHj3Lo0CFKly7NzJkz0el0VKpUCcg33Ov1MI4sZzezbV9bvQx3M3P49vYjDFER5HnfPngUYjLp8/T0pE+fPgQGBrJnzx4MBoMpiunk5IRKpSI9PZ327duTlZXFunXrJH1ZWhoBbjJWvFeXPksvcOB2DG/N3M53ncoQHh6OwWAgKCgIgPLly//jBPhlkaPLf5jcdXE1o/v9zNh+UvViQnwIYU9usebqai6I4RgEAxqZzpTxr6nxZNWHe1AoXq655sZ93zE77g+MaiMrNae4vKobA8t3pUvrUaYxi95ayDsHhpKizOS88jEBmxqwt9UafH1rP2fmErwMSshLcRBFqt0+jdzBgQoXzhc7fNxsKU8qFqKRsbHxB0CpLFhS2r59e1MTwrS0NMqVK0dycjJlyuQ/PaWmpiKXy1m5ciXOzs506/ZypXgW6ryTV7pLKFxdUbiauzpeOBROOZ3I86BWWhKe8IBf9n6Bv5d0cqZlJeFkJSd4hWSkd//+febOnWu2XF5URS6XmzQuT5c7nz59GoA5c+YwYcIEkzbI26sUfWuWJjw2g11Bd9AZjFjnKv4zlfZE2VvhVb4mB774mgsXLpCUlETLli3p0qULkyZNMnWHfl2IuHWMmIeS90b4jaOE+iqxdfbGxqU0jRs3ZteuXXz44Yd4enpy4sQJHjx48FyX3fiYSCyUCpRqUKjySx7mzJnDjBkz8PHxoW/fvnz++eemm+k/gUpdy1Kpa9kXGpseI91sLBWyF+rtJFPIqFDahojITAyiaCIylnIBBycLHkZrGbWsLQIy7K2daFqpC51rNWJv0HmiU9PR5uq1csIksz8EGSkxUbi9/Q0VY45w+sRx7t69i0qlYt68eezZswdRFNHr9abfYHh4uFm5/5MnT/Dz8zO9d3FxYdCgQWRnZ+Pv709ycjItWrQA8g338nyRnsaOuBRaOtnSLD6CbcPzNWFffDaeL5BM+qZNm2aKGD5bkXj8+HFatmzJ1atXTeaG5cuXNxtz494DVAoZeq2B05t+pe7XR03f1c41Bsyb578RPVqMYu4Oqbt7TLZ5I1oX17K4uJY1K1FOTXlCekYS1tYOODp6v/R6p68dzBbDFTPp4y11NJMilnF1bSBTB60EwNu7Gnv67uTrLR9xQiFdt747NJWlQ3e99LpLUDhKyEtxyI12IBQt2H2dcHFxwcXFBUEQ0Gq1ZgQlISEBT09PVq5cyXvvvYdS+XJPEEp53p+9cHJy4lECvmFSSPthdRvK38wPdWsUoM4twJrQazE/bPuEu5FXuBt5xTQmKctA0zHLAIiNfFyguWLeTeLo0aP4+vqapYkAUxfnpUuXkp6ejjY3RRT1JIbFiUk42ahMf5aH8VJTwIcPH/LTw4eo1buwt7enQYMGAKboyKRJk7h3794LH6PicHrtl1zac8P0/tqh8+hu51d3lDMYCEp6gre3NzKZgAx4r011grfPJmSXgFwpR66QI1coUCgVZGkNzFu0i4ZlfZEr8/8uY8aMoU6dOjg6OnLp0iUmTZpEaGgov/3222vblzeJjPhc8qJ+ce1Fu0n1C/088pvOtExvTsOGDdn04xb2XN3Nniur+LD/AtyMaqJP76Z6/6+4s+Nn7Ft+iG3N9oT90ANBJsOydE2OrZvIk6hIypYti1arNRENpVLJzJkzGTQov0u6s7Mz33//vcnP5Wm89957ZiX7heHjO2Fsi002+2xrbDJbY5PBt6KplQbAqfqVqGBtYXqfF2EtCk+nnJ+GKIp0mH+KLK0UhXTpPI7YKwewVptf5lfu/IpRq0dhrbegg6oyRzT3yZHpqGP0Yk7PX3Fy9ikw978FWVn5x7RH9b7Fjrd38MTeoWDvrKJw/8FpdgduoGWlDgTU6gHAucub2GKUiEsdrTef1B3OymurOKOQqs+2GK/Q995xqlSSNIz29u4sHLKd6qurA+Cusi90XSV4NZSQl2IgvgB5ycjIMKscSk5OJsoyymQqlZSURHh4OE+ePAGkaASAh4eHKR2wcuVKKleujKurK+fPn5ea/en1DBkyhIEDBzJ1qiT8Gjp0KN988w1r16413dzzMGfOHNM2Z2VlMWfOHKytrfnPf/5jGpOVo+XSiTPSuCL258jVaErlZmGeJi6QT1wA3B18mPvhLio+2MisGwe4rYkhIVOPQYS4XMfx3MIU+lVVoJLDuhv5E1hYWNC8eXNTVOH27du89dZbJvFjUFAQdnZ2TJ06ld5ta3Bo+Y9kJAnsCrzPk4TC9Ufvvvsup06dKvS7px1tXxVKtbnwV6YyIlMYMeql6MKZ4Mc8jk9lcNMAHK0sCYlPYv3x2yi0llRwdwH0uf805Oh0LDt5CRcrG9pX9UeuzI9C5VXHANSoUQNHR0f69OnDnDlzCtVC/NuQmSRVillZvfqlZsqUKabXxpSy1Cnfh6/W9mX7pXWI5QMAiHgSgUGXg9pLSuMISjWiNpsWXnLkMoGWLVtiMBgYOXIkLVu2ZPHixZw4cYL58+fTuXNnHBwc+OOPP9BoNK8UnZjl70U5SzVX0zJRy2S4qhSIwJHENKI1+dV8i6uUNiMur4Kvd9ziQax0vlb3smfziIbIjDms3DmL8h6VKeNVCw+PiqyPOwEqyFTksM14zaQHuSB/zKCt77J3+MnXsj1vAi7OfsiNMgwyI8HRN6hPz9c6//CTE0hSZbD6+hncLv9AtqAjXSmlph101qz8cA8yuZz6dXqayAmAjZVDgblqab0IUkXxIKdgh/oSvDpKyEtxeP5DEABXrlwxqxw6dOgQhzhEopjAqlWr2LVrF4MHDzZ9n1dGPHXqVFNPnPv37zNp0iSSkpLw8/Njzpw5rF+/nrNnz5p8X0aPHk1wcDCNGzfm5s2bJr1HHiZOnGh6nZWVZXr/NHk5c+0hRp1EopAV3oumdiVnYo6Zh2QTO3lQytUK7ZqQAuPvV3iHXhXeYarVPmpbb8dWXrQD7bobaazb9Cfv9u/LunXrzDQo+/fvR6VSUb58eXw9XSjnoGfNvmsE793EjqDD6DXS03uWVouLnSUDmlbncmQ8GoWjyVV45syZprTTm0TDfl9zaV8ndNnSNnmWdWbcb/vQZGcQF3GHSdWaMH/6f2hQ1RtNVjq67CxyfhO5GhtF5y4V0Wu16HV6MjKzmbXhMjY2Csb0qItCJlAur4tyYett2BCQIk3/DeQlI1kiLzL5641cPryZjJ2VI5ZqG2Tx4SSHSYLwlHObGPT1Qtq070hYYhazFqsRZSJrRndi3VjJjXnMmDHMnz8fkFo7ODo6cv/+fZydnVEoFFhZWbF9+3bKlSv30ttnr1Qw/jnVRDfSs/BUq3BRvb5L8In7+efsto8bI0ek16quPFInQMouuCeJVXNU+ee9IAqU07ogIvJInUC4OomByzrwWcMx1K7x1mvbtteFU5fWY5BJ5L52ueavde7HYYEkqfIf1p4uiwbobFUDmVyO0WBgx9F50r1BgDIa50I1LX3LdiQocgW31THM/2OUSZtTgteDEvJSLIqPvDwdxp3/xTxSLNOwzbFjfK7+5YMPPuCDYizRZ8+eXaD8NS+s/cJbWky4GaBuVT/OHcx/P33KD0/xMwEEOe6VahDqqaLMEx0xTnKGT6iHj4MUabjn78zSzXeRp2gpFasjxVaGUqfHKTWV00IH9lYYyNuho6hjNG/+dtFYiYm6YcAwxm0OAuDzP69TuWEbKnrYkp2dzaRJkwgICCA9JZ7WznZYKJXU9PHk+J3HlHeRxI8Vm/hw/+AZJk+Zwfjx49FqtTg6OrJ9+3beeecdPDw8iI2NLXTf/2q1UWaqhvsXYkAAe1dLIu4mk5OhQ8x1CCtbsy73L0j7EnkvGb1ej9rSBnuPSuh0esrUak/dp0S9Gy6kYggNpdtnUuPJtLQ0OnTogFf5Guzbtw8rq+LLuPNEp6VKlfpL+/JPISNNIi+h0Vnsm36BcgHu+HcqTfTVOCzs1ThXcCxmhsKhN4pkazPJ1mbi6VSWkZ1mMeOPwdg4uLD/l8lM7Nec3jV8mZqWhK2tLX/u2kVwcDDjx49n6dKldOnShbZt2wKYHK2PHDmCi4sLO3bsoG/fvpw+fZrq1as/bzNeGjVsX7/X0Ji2/kzYcgO1QkZ4UhbyrAcScXkKOXKJuCgNCk72PYSlpQMKhZIzF9cz8p50/bmhfsLMC/P4819IXrbe3wUKUBtU+HhVe61zxyXmp31H23XiQWoYR8T7yEQZ+zpvwt1dqh6dsOYdDsrumvQvoepEFv05lv/0nW82Xy3/VhC5AoDLKQ8owetFCXl5Ubyo5uXvbX/0l+FsZ4VHxWbE3JeiE6Iss8CY2PunsTKocBz2Lu9X88TmqZx5JVdbfvpP4ZqEPAR8PYaO4llcnZy4oKpFUraeSI0NBpk5uUrN1rHxUjjTulUlKysLvV5PbGws4zqWR5soxbJlgoCIETt3Iw4u1sTb1iUrawXvvfeeaR5RFNFopJtko0aNSE1N5dKlS9SvL21nnrgxryLkRXF1fxg3TxSseAHQ6LKJS/FBmy6F2JMyspj8dnM6f/AhTbsOpUWLFnz++edYWlpSunRpTp48yZo1a5g3bx5AoRUjea7Erq6uyOVyzp8/z4ULF2jVqhX29vZcvnyZcePG0a1btwIGhP9WlK7qTOQpKdIXGp1F6O5Qju4ONRHmvqNq4vaC5nUBAQEMGjRIEp7aX2LGyu8RRSPd6n+Iu6MPVXwCuBNxGaWNG106voeeOAAWLVpE165dTdFIg8HA2LFjWbBgAd9++y05OTl8/PHHpgairVq1QqVS8csvv7BkyRJiYmJMJdgAd+/eZfPmzfj6+tKoUaPXd7BeEX3rerP1aiQXQ5P47XQo9Wzyxbq1tF4Mr/Eu/7n7A0aMDLNvg61tvki/aYOBfBwZyK8ZhwCobe33d2/+c5EQH8LZ6zs5nasz8dTbmm3/64D6KQ+o1YknOTroOD88kx7++Y/REnF5BlW8zKOlWw9+L5nY5WJh7/8Ojdp/E0rIS3EwaV7yP7px9Q6Obs74+BR0chT+7ewF+OidNpy46ktMfDKiUST03iMEmQxN8hMQpBuoXBAYUPev3yD/uBJBgt6KdbSjTL3S3DXka1yM2blljunSTUVMj8OPOB49suCzzz7DysoKlUrF4+gU1FobQuITuRIWyYKFixg2ciQhISG0bduWZs2akZ2dzfnz55kzZw6Wlpa89Zb0lFi5cmU6duzIsGHDTL4xeYZieR2qXxRFERdHDysuBgaxYHd+J+ld1++y6zpciUzgcNehbNq0iUmTJjFw4ECSkpIoXbo03333HR999BHAcytGQkND8fPzQ61Ws3nzZqZPn45Go6F06dIMGzaMCRMm/KX9+CdRa0AlqvUpz/UND7hwQcr9P01hNbmRmRdBngu10WhEAGwt1Hw99H18KzUg9WEGH3WcyYI943kYfYPkjDjUSunGc2TnEx7ePEb3LuXZu3cvPXr04Pbt27Rp08ZUtfV0ajUtLQ1bW1uTsHzTpk1m2qOdO3eyc+dOypUrZ6Z1+6chCAIdq3lwMTSJfTej6dKnM2Ue7yVUnUiQKorJN37hlxoTKONdq1BDNpUiv8KtjOM/7xGTnh7PycubmP9wM7Gq1Df6YJiTk8G7V/PPqzRFNrGxwfj65pOShPgQfsvOb0Wwo+lyIuODqVvtLWxs8gn4pcCtfPtkg6n5TkOd379aBP3fihLyUgw0jx7xoHwAsR4+7JrwA1qZAa1FDoJRhlKrQkBAEPNJi16ed7N+AbHMP4iWdaWy7YWrD6BNk0KagqhGzL1AiLIXv6nkQaM3MGFLfgXOvaQssFdhzM7CEBWBLkgqX40/shyAhCPLGXxkOT4+PoiiyK5du1i2bBlrjx0lOSkJBytLBrStbrrhR0dHExoaSlJSEuXLlzdzFXZzc6NNmzb07NmT9evXM3r0aNq1a4fRaKRFixbcvHnT5MHh5OT0SpGL5JgsKnjWYtGIo1Rv5c31Q6PRZkinkntZSQPj4eHBypUri5yjqIqRp1GnTh0uXLjw0tv5b4FCpaDuB1Wo0N6Xh8ciOHdGahWhEMDF3+GF57l55RK/jRpq9tmhy5dp/94QvHqWITYkjm6W7flp4S0+fmsWlb0DmL/rU44cX0pfnYo9UdGkOIab7PZHjhyJTqejSpUqjBgxgrlz5+Ls7MycOXP4/PPPTXqssWPHMnbs2Nd0NN4setX2ZuXZx4QnZfHJ1kgOjT3AyXM/MfvJnySqMhh5bzb1bviybPCOAn4nWdr8KKyzjcuzU//t6LuxF1HqFJP9vtqgQm2UIyCjs0u917quUeveMQmXA7Q+DKjU04y4AJy/udv0elWt7yhXriHlyjU0G/M4LJAhN6eZiMt76iYM7zH9tW5rCSSUkJdiEJaSw7WAPOFe/sktyoxoLQp3yARQyP47Dm1SxGPT62cJy5qd53ive+MXnmv9BXOLdHlcNgaDiD78DsmfDiswPs/XIs/LJk+DkIc+ATXo1Maf5Kj7PDi3hR9/2YCTrQWLx7VHqVYSci0VmZBM+t3dULGiySfHycmJdevWceLECVq1asX+/fuBfA3R+++/z6pVq4rdnx6f1ubmiShcfGywcVBzdLV5uNg/wI0G3cpSpeEcVk+Qum/HhhgIvbqHMnW7vNhB+38EW08bar9bmesXY8jUidQJcMPS5cW1Hzt/nFngs5S0NFOzUnt7e2rUqMG2P3ei0JYhJTGHYW4z+WPLAlYfnUmWJh0nW3dmfDPDRIiVSiX79u1j4sSJdO3alYyMDMqXL8/q1atN0bz/JgSGJxOTJl2XUrJ0HL8fx9sdJ+F1uQwTg+aTrMrksiqcyevfZ9b75lb3o/r+zLll7biljuHr4OWsureNKlbefNHvF5Sq11MR9VeQqJAitY5aa9pZVuGrd5e/kT5Bq3dN4YLysen9ymGFu5a3bTiY2SHrSVNms/naBjM/GYBftoxjSWZ++4Kp7u/Sp+MXr317SyBBEF9E5flfgLS0NJNzq51Z18FXw7GzNzl1eCsYZbhkqFE6O1GuclniYhLJycjEaDBiNBgwGoyS/bloRK2Q89YH3fHwfXF/gX8KcckZ/PrTYihE+yJTezNl0tBClpLwJOMJHbZ2AKCue12i01IIvtMRY05+iNRor8TgaYWvoCD6TiIAK94PoE3lwpunAeRkJPHLkPeK/L4wuPnJUFookcvltBg4AbdyAX9p+RfB7dNRRN1PpkwtV8rUcEGhyr+Q7l8wjDtnpYiClaOBkUv2v/b1/y/AoDWwZLSkH+k6qBK+TV78HEmLj2P5fwr2rRq/eU+xy+774w6hx6S0VedJdbG2VHAjKJZzx8KxslRQxteOTr0qYmmvLmamfzem777NyrOPTe+vT22PvWV+hCWvvNdeZ8WZoRd5FHKJdWd/pYFvQzq2+IjQx5fpd+wjk7AXABGcdDZUElwZUud96tcp2A7jTaDe73XJkWtZVnUKjQKK93R5GSzfPoEFafnnaleqM/MZUvc0Wi9vbGroeL73CbN0Ue9lbXigllLi0zwG0bvDf09695/Gy9y//zvCA/8gjLmhVQE5/5n3v8ei3RxtmPjVWGbP+hWpGUg+1DbPN1d6lJJv2X819ioAKpfj5ETmEw9Zqg5Zaip5DeOtVHKalH9+SNrCxgknb0h6SnIiUxqxdYbUmMJdWuMeGwEpcnRh+yK6fbbquet4GVRt5kXVZoXrZhr0Gs+ds58BkJX8v9UM73VCrpLjYq0gIVPP3eMRf4m82Lm68Z+Vf5AYGUZaQjzht67jX+/FBLM1GniayMuuWVcwACoEnABStERHJ7DwcjyVW3jS9e3Kf33H3gBydAZUchkymZTLTc3SYaWWo5QX7VQ8tm0FroYlcyNS6tbe89ezjGnjT5canshlAs305TiteESqMotPVvTglEI6h7c8vkrHFh9Rxq8ef7ZZzpbzy3mY8YSL8jD0MgNJqgzOkcG5m9OwC/yevnb1+U+veS9ttf8iyHuqlr+AM/PLYn3CaVOTxiGWLRnde77pO6PBwIKtY7mbFkaOqMNdaW8iLgCr9s8wqzCqZunNA2McPhrHEuLyN6CEvBQDg8m2/t8vxH1ZWKiVjPjPYNb+cZjsmGBEmRR29qvg99zl6rrXxcfWh4j0CNNnxpyib0bda3nStrI7Fsrib+4BHbtxYfcObOwtaPvh1zh4VTJ1hNbr9eiyU7C0dSH8xmFCrx4mMTqC0OvShUWh+Pt/1k7e5pVMOZkpWFg7/O3b8d+Aak1KceJQBImJRaddi4LaygrPCpXxrFCZSo1f3OfDu7QDmY5yrJMNyBHI+wXmIJJpARYasDYKPDr+hLjm3riVKtjC400iNUvHneg04jM0hMZncux+HNcjUlApZFTysCUxQ0tUSjZ2Fgq2jmyMv3vh22dvqWTnJ0347XQoi44/JCQ+kzGbgtgZ9ITfP6jHuBYTuHJyNNkKjYm45OGrNQP57r31+JWuw2elFwOQlZnM44ggLt4/wp7YCwSr4klTZrEi+wRbVjWljOhIU+fqVPWqReOA/q81rXN1iOTd04A+Zp87OTmRmJjIiRMn6Natm8moU6lUsmzZMjNbCoVCYeo6ngdLS0uysqSUVBkcSUTydsnSZSOTyxkzZgxLliwxOXvb1rGl9OjSQP7TVAWNG/07jzW9NxoMZOizQAY64cUakJbg1VBCXoqBXv+/TV5uh8Zga6XG192RCR/3Zvq0BYB0U4kKj37uslZKK/b1kvLDn229yNZrwfjYe9KjtRfBcRkkZGjQG0WuhacwrFkZvupc5YW3q3q74VRvN7zQ7xQKBQpbKXrjW6MdvjXaAbDk405kJsqxdvz3m7f9f4Y2UxK1W/yFlgGvAxNmtSArRcOx/Q+xtFbRomNZFCo5BoOBVb9cI+dOGkoEkpOySRYgW2egkoftC5HtV8HRu7GMWHsVvbFgBl+rN5qiKABpOXq6LTrL1cltsSrC4E4QBIY1L0v/+j5UnyaVPt9+Is3hX74xO63X8cOBr7mmf4IBI8kqKWW8S7zBd8/MZWXtSJVKrahSqRWDgaTECH7e9xW79DdIVWYRRBZB6VFw7wDq2/OwMahRiDKUyFAg/a9ELv0vyFEJCumfTI5apkQtU6GSS/+rFWosFGoslBZYKCwpP6k8Or2OCeU/pFL5pmzcuJHffvuNd955B4PBQJs2bRAEgSlTpuDt7c2ECRMYPHgwLVq0MOsJZ29vz7Zt20zv3dzyG2b+OnAT9f9sAsBG/UUmGgwkJSXh5uZGufKenDxxSTqmooAoSH+fOlpvVg83Twuv3TuVQzKp/YibaF34H7oErxUl5KUY/DdEXjKyNazbcQajwUD/bk1xsiteBGkwGPj2uyWIxngQ7Zk2XSoFFcl/akiLCmThGhV1alagYbXSZh2u87DxUji/nwklOC4DcCQ8MZvYNA1eDpZU8rDjyF3JMM7d7s0L/rS5hsP2bv+MB4qVo8GUMlo8YgCDvpuFS+mi3XL/vyIzRUrvWb6GlgF/FVYOarq8k18mrNcamDXxJE65VfxhKiM9NgWSrTN/Wq/obsu4dv7YWiipW9rxtRKavTeiTcSlkoctFT1sqeZpz1s1SqHRGbgbnU5SpoY70WlsvBRBts5Ajs6IVTG9OW0tlDTzd+F0cAKtK+XfsEuVqsS8wVsIvLGHhRd/5cpThQjh4dcLVNk8DSdnH6YPWsOwyFscvrqRqwl3eGCIJ06ZjkauRSMv3LW7SBjBdMl5psDRoqIFFljQqHYAtWu05u233wbg559/ZtWqVRiNRhYsWMCoUVJX53fffRcrKysGDhzIuXPnTPMolUpat25dYNXHz63ih1u/m6qZAGquq8WKcVL7FZCIIIAoiHSlBkm6DEpbuzH/j1Go5Xlky4r1MSdM86x4byslePMoIS/FwGCQzixRlsP06fn2zmautDxFbQQBZHKadWhN63oVip1/3e7zPLoWiCga8+cQRUCU3KeVlvQd0J0qZQoXuBoMBn6ctxox1/J/wY836fJOXwwGI3K5jJTULGpX9sX5GULzy5qDEnEBEFKJSkjFy8WeFl3f4uTufMFaYsgFDodc4Pjhcnz92SCexfJTIYQkmIt9N1+JKDDOw75w8vLkWhi7ltxFQKRmHSsajmhR6LjioNdq0GVLufFnUzh/F/pP/Zlt348jJRqMOhkbp0+keb+u1Oz48T+yPf9W5LUKyMzQFTPyzcKgMzBv8mkTcUlViIhV7cgOjS8w9n5sOh+tk9IYbrZqDn/awkwI+7LI0RnYdk3qdl6/jBN/jCio4SnragNAfLqGjZciEAReeN1lXKw5HZxAbCF+OjMuzOOh2nxfI2PvPpe85MHbuxqDvb8jr+lJbOwDLt3ej0abQ7Y+mxxdNlqDlhy9Bo1Bi8aoRWvUozHq0Br16EQDWlGPVjSgw4AOIzoM6DGiE4wYMKIXjHgYbahepR1JSUkkJCRQvnx55HI5qalSJMnRMd+h2dLSEoBbt26ZbWtCQgKCICAIAm5ubpw6dYoKFSqw6c42ItTmOj+AdUHrqF+nJ9lZ5u0BdnMDlHBWFwLP/nRziUs9rS8WFjbFHr8SvDpKyEsx8C7lxPXc16KYWOQ48ekXRjh77NwLkZeHVy6AkGo+x9Pz6pL5c+UaPv9yDFYWBR+1Nuy9ZCIuAAjp7Nn0u9mYM3utmPbNBEKiEtn0xyH02ZkYNVFmwaRdBy8xcmA7WtWtQPNak5kxfSbI8p8+lerCyUd8euF+MJU8bKlT2pH0HD22FgraVCqcfAVuu4VBkC46gYFaGhY6qngkht8gz6Tmz29/wtnnJ1q889HfWrLsWKoCQ37ay+3jqzm+fiOadAVHV+8hNS6c5u/NLn6C/yeo1M6XazcSiU3TsfOrsyhVctQWcpQWClx8banUvSyyNyjSzMO+P+5inZr7cOJrwZdfNmbe4QcQGs/bAT7M6FGNE/fjmH3gHmqFHGuVnCthycSla6j/3RHuf9upmDUUj/CkLNNrG7WCpScfYaVWYKOWY6NWYmuhwEatwMfJynSu2VsqkcuKjwSLosieG1LqV2coqMPo5dmc7xPzowQuWlsa1+v/Uvvh7l6Bru7FX+9eFnkdvxctWgTAkCFDGD9+PMOHD6datWr4+vqa+n7ltXsAqFevHtWqVaNq1aocOHCAgwcPUrVqVXQ6HalGKVTrqLXmHaemxGUlIhdkfNR5MgCWVlLVizPWNNL5oRUNT5EtiXDpc0mWHiP2opof+y59Y8egBOYoIS/FoF5lX5607ElUZKw5QUG6OIimN9J/SeGhiIZYRKPh2ameC7lVGZxKlQIBZDIZiU+i0ac/AkGy8D959QGdmhTs5RFy47ppeRtHJ1KjruZ/KQogiCDL4ptZv2HUPFW+88y1r3NbqbT44u3H7N+yx4y4lK7emsG9CxdHtqvizvagKJ4tuK/uZc/MnsX3hUlKyr+oioKca+svUHvgX6cwlnbmVuGJEXDvzM5/xG+laqv38azUiC2zxpIWKyPo+HWqt3uAY6k3d3H/b4KTvyPudkpi03REJj5Dfu8m4+Bji2dA0aX0rwvufvaEnI5FgYAQnsO8jzaikV+np5jG5ksd+KpLZdpX9aB9VanBYlhiJi1+OAGARv96RJlO1ioEQQq2HrsXx7F7cYWOUylkaHPX6VRcvigXmy5HkJQppXHUioJprkFdplExsCbLA3/ngvIxCap0Zq4fypcD/31W9ocPH0alUtGhg2TNYG9vzzfffMPUqVOldhFI6aE8x+Q8nD9/3vR67NixzJgxgylTpvDtt99CbiatmbocI3vPLXLddfwas2xoSSro34YS8vIC6N7yxXUL3/+yhaz4WF7YYTc3p+rhV5ph/VqaPp4+bYEZwVApzf9U4bHJrPp9O6JeKv+s2aA2bzWpyqwfEzBmRhPQrhsdG1dmxjffgWA0Jy7PoGzt9vi6O3LvcSz7/1gDT6nlO/b+gIbV/Ypcdt7btZjTpwZx6RpiUnO4EZnC5cdJdKlZeNVRWlQyZ3+7AAJERIFOMBe3XTqVTO2BRa6uSFzaPs/svaOnSMsPZ/31iV4THEtVoPuYb1j75TR0WXJ+H/sp7mXlVG7UnLrdxhc/wf84On1Wl5CTkWgydGiydOiyDdx5mCqlShVvPuoCUL+JD9lZOm5tfQyAGncUYgvs3S7yAddY+Nluhn05DTdPbwCs1QpcbNQkZEiE68CtGDpWK7pz9IvAxUbNivcDuBiaRJbGQKZWb/o/PUdPUEQKgIm4gPTA8CJIzMgnhkverVPomPp1elK/Tk8GLe9IkCqKQ1l3+PLld+eNYOvWreh0Onr3NveXmTx5MpMnT+bWrVukpqbSpEkT5HL5cxuwfvnll0yZMoUzZ86g6S2lu0NzCqYJS/Dvx18iL4sXL2bx4sU8fvwYgKpVqzJlyhQ65XbOjY2N5YsvvuDQoUOkpKTQvHlzFi5ciL+/f5Fzrlq1isGDBxf4PDs7GwuLv9/V8ZWR18DxRbkLgpRpeiZSI4p6ibyItjiXq2qy88/Dhs2HMWokR1tB5krnplWRy+VM/sL8WDr5BZAcEYrC2h5d+lN9WEQ72vfuSeMa+ar8bduP5hMXozVVm7UuQFxOnTrFDz/8wNWrV4mOjmb79u306NEDLwdLvBwsWTh1HKtXr2bxU8s0aNCA5Z8tIvB4NBl6K+bvnsTD6Otm87aq1YLeDaagF9RcWHqSowln2Lt3L0FBQahUKlJSUgocu/tnNnLnzB4So5NN/i9Wjgaa9+tH1dYFf1N/N4Iv7DR7HxtiIDbkOHGP79Fp9PJ/aKv+HbB2s6J63/xIlCZDy+3PzgDg4Pv3lClvX7iC8Hv2KCS3FwCyrPNdonUu3iz+5VesUuJ459OJeJcrz9mJraj49QEAFp94+MrkBaB1JXdaF5FW7fDTKe7H5nuLlHezYdJbL+ZD8zThkRXTWNZb5UQQUajEv4c4/hWMHy+R/aJcsatVq2b63mg00r179yLnWrhQ0i2qrLKJyvVsKWvhVuT4Evx78Zd+qd7e3syePZsrV65w5coVWrduTffu3bl9+zaiKNKjRw9CQkLYuXMn165do3Tp0rRt25bMzILurU/Dzs6O6Ohos3//JuKi1WlITkkkOSURjSb7uWPzGzO+KHuR/gQG/bNpJmme0jXqMeq9jgUqfbp0bmp6beniUWglEMDowW8xdconfDX+3TxLrlykUaWs+YVXlyX5HVg4VWHaN5/Tt11d03fTpk1DEARatGjBnj17iI7OL6PW6XR88cUXVK9enfXr16NWq+nTpw/Xrl0jMjKStyuO49SRNJ6ka1h9fDahsbeRCXI8ncrwTvNPCb3/iO0ndmIjl34nVwN1ZGdm07dvX7p27UpmZiaenp4IgsCOHTsAOPjLSPYsXE/ItVQTcbGw0zP4x43/CuICYO1Q+A3p4fWio2D/X5EWnuvRI4Da4cXSIq+CayfPEHG3FAqDdE7o5OF8+FMj+n7QCPvkaCwSoxF0WkSlikxXb1YuX8bK7yajVshxtpa27/pTJcxvCmFJ0jnh6yQJ7ksVIXwvDEdzU1CutmqT0V1RaOHXDIA4ZTqPwwJfZlPfCLRaLWFhYZQqVQobG0kIe+rUKbp27YqFhQWCIDBu3Dj69OnD4MGDsbCwYMWKFUybNg0HBwdkMhl+fn78+OOPDBw4kHHjxiEIAkkZiTyY+IDbw2/z3fvrcXV1NYmAHz16xPDhw02VRtu2bTMJfgVB4PLly//Y8ShBPv5S5KVr165m77/77jsWL17MhQsXUCqVXLhwgVu3blG1qlSK+Ouvv+Lm5sbGjRsZOrRom3lBEPDwePUnmDeB+MQYLp1phYWtlDs26GRka4fj5VWThMTHaHJSCajbGy/PskB+aV0BEUgREHNJSn5JtjmMRcyTkZVfkviinaw79u3G/s1rJT2LzBkHG0vzATqJmNm7OBWytBRpO3Ikv3dHqVKlAMjKyiIwMJDJkyezceNGEhMTiYiIYOjQoZw9dgqVheTJsvrYLAR5JtVrVKNG1epYpCv5bc98Ps98Fz/7svSe0ozVU66CIKO9e2uaj2nNp59+ilwuZ9GiRWZh44zUFACUlgbK1fSkdPWG+Dd5B7XlP6/0f3DsNCe3ByFixN69Ea3faY6thzVrJk4BQC7/n+jI8VqR9kQizpZK2d8i1j35RyRKY/4Td6NOflhaWlKuag3G/SyJLuOeRLJ29nQybF0xWFgRphX54ZMhNK3SlZ2ZUrVPjs7wxnxgLoQkkqPLFRTnPgy52b44efFzseb2k7QiRfVPo361LvD4VwwyI4cDNzGsdOFppr8beT2oZsyYYfosMzOTmjVrcvPmTcLCwpg/fz4APj4+BAUF8f333zNv3jw+/vhjfvjhB8LCwvjsM8n92sXFhY/H9GP+jnV4vO2BrYcNtyfdITk5mSFDhrBlyxZ++uknli8vGBlVKBR4e3sTEPD6W4+U4K/jpa8SBoOBTZs2kZmZSaNGjdBopBPk6YiJXC5HpVJx5syZ586VkZFB6dKl8fb2pkuXLly7dq3Y9Ws0GtLS0sz+vQncun3MRFwA5EojNtZLSE0ZiVI+BxvrJdy7147omDCz5V709mTyEXi2GiD3c2MhpCYrR8uBP9ea3rdr1+CF1uXv44Ygl0oLLZ0KIYtGSaXv7OxQ6PIKhQIPDw/TvzzY29tz+PBh+vXrh729PTdu3OD+/ftcvXqVD0YMwd1NqtIKjb1D90bdsLe3Z9/B/Ww9uxNBEJg4cSLp6enYuDtgn2uYFXJfqsKoUaMGFhYW9OrVy2xbylSX9tlohA6jllKt7bB/BXEBOLH9PFpdVXS66mi0jTix6TSuZergX1cihdmpCnbNff8f3sp/F9LjJOJsbfliz1PXTp3kp48n89PHK/n5k+389MlG9q5YW/yCQHxkFEqDRFy0wmVavm9Pgy4tAXgcfJ9Zo0YwbfLX/Db7W6q06oQqJVdEKwhkuvrgGHOVIRk7EYxakyblZZCWo2PFmVDmHLjH5cdJxKWZOw5/u/eO6XXT8pIg3c3uxXsvxaS+uIPxhO0jTa/tLByfM/Lvxe+//44oigwZMsT0WadOnfj2229N8oXt27cjiiLh4eE4Ojoyf/58vvrqK2bPno3BYCAnJwd7e3uWLFlCfHw8l9xu4jvKF7vadtRw8kYURTZu3Mju3bvR6/UsWrRIKsZ46p9Wq8XJyYkPP/ww/wG1BP8o/rJg9+bNmzRq1IicnBxsbGzYvn07VapUQafTUbp0aSZNmsTSpUuxtrZm3rx5xMTEmKUYnkWlSpVYtWoV1atXJy0tjZ9//pkmTZpw/fr152plZs2axfTpb77VuFaTiUIOWamWpGUG4OF5GgC9Ro4gMyJXSjQlKGgvYc5lkOkfoVZnotXpOBn4EKNolJo3ihIREY1SlMUoGjEaRUSjZBhQkKRIJ8iTBw9YtlnSxBgM0lwGvd5UDaSwKkMt/8L77TwNqQHjzyCT1ufgVtCFVpQ9PyUWHByMp6cnarWaBg0KJ0ydOnWib9++PHnyhBEjRnDuyHlOHrzAhN6LKedRnfOPztNzYG++/PJLrl+/zuTJk7l9+za9evXi8OHDlK5gw43bkGmwZP2o3QSGBmHQ6kkOiTVbj2+NVsARDBo5ek0GCoVDscfg74Ber0er8cnLBgIgl0m/kbYj5hI8XGosGPWw8KqS/69IT8glLzbP9y9ZPP47NNnlkItOqMRWT31jz4Mr9+k8pMhFTfhz/jJA8hOyssmhaqP89OiGn+eidZHOJ62TBxev3wBXb/MJ5HIMLp70SDhKHd+i9RXPw7XwZN77/RLpOZLb8OITklV/gzJOfN+nBo7WKp5+nknNlh6g3G1fnLxU87TjalhBH5PCkG3MNy7ZF3mKt5n0wuv5NyE0NJSYmBjat29v+kytVtOiRQvOnTvHwIF9iHzK28XfUkrt5jUELKq1yK5du0hISDBrPVCCfxZ/mbxUrFiRoKAgUlJS2Lp1K++//z4nT56kSpUqbN26lSFDhuDk5IRcLqdt27YmMW9RaNiwoak+H6BJkybUqVOHhQsXsmDBgiKXmzRpEp9++qnpfVpaGj4+PkWOf1lodRJ5MRrkDHx3FRFRj7C3c8TO1oktWyfj6CgZuqlUP5KZDjVzzTtDQ+pwfNeLq9jFZ6zBBUGGKIKoj+bJ3aLJX4MWLxZ12bDthIm4IMpoUKei2ff3HueTg4iwKMA8NNqgQQPWrFlDhQoViI2NlUoNoUDE6+233yYnJ4fGDRpRr1xLujccyZQNA7gddoFP2o1nV9TvjBs3DoVCgZWVFbt378bJyYmAgAACAwOp1rkqN27dAkEgRWdNcqYKgwE2zDE3npLJ8n+6Oenx/5o+QlunfYUg64AoiqYntIzsRvzy0RogB6VVJ4yGWDSZOZxbdoiaPRtg7fr8BpivGwaDoUiN1D+FjFzXXRv75+tdNNk+Zumep+Hi+XzyDRATFo4uuzYKQC9Lo/OH/cwHPCfdK8/OxGCZXx3nKjegesnKqN3Xo0nP0ePjZImPoxWPEzKJTsvhYmgSA5ZfxN5Syd1o6dwa0MCXBzGSJsjtBZ2qb0Wlsvq8FA1uU6l4QWpeLEEQBaa1++av79C/BDExUvWlu7u53szd3Z2wsDCCQy6afb7NeI0/fqlM6JQQyjfwYvWur+nf4UvUanNTzxUrVtChQ4c3co8pwcvhL5MXlUpF+fLlAQgICODy5cv8/PPPLF26lLp16xIUFERqaiparRZXV1caNGjwl3KEMpmMevXqERwc/NxxarUatfrNt6836LLBAgwG6WLv41XO9J1CYf4D12UrUFpKT1LWVklgVPDUZeEpZYpUYSRVGgkgqGjc2NwTxa9mHUKDLksXU0EmLS0I0nyCAIIMpbU9reoWjE7NmP07hpzcqgmjGmRP5bxFW4aNGoqXS/4NMzEti81rtpjev9unFXq9noiICHQ6HWfOnMHZ2Zk6depQqlQpqlevTqNGjbCxseH48eO8915+F+lLq88wfu4XxEdnMKbbN1gqrXCzd6VsKzX3npwhJSWFI0eO4OLiwo4dO+jbty+nTp1CqVQSHBxMnbfr0LpLNMEXokhPN6LMs7J8JlTr5FMVlY0ebYaCOyfW0bi/eRROp80i7tFV3P0b/W2NGtPj4omPq4cgA7niPnJZKjpdHrmUnt7lapAjVYtcC4RrVy/TrrsrFd76e9oI7Pp6LxHxFijQUq2mJQ1HNCtAZFLCE3h4/D6lqpbCpXIp1NaWRcz2+vAoOgQBD67fSSbwk5n0+2wQHmXMbxSbfliEwljQPdko6JFbXWTQ5MnPXcelg0c5uzMclbE0RkFHQHsVfpWLrtzp0LQpJ3b8iVFtSaNWbalRvz7LvpuK1lG6MYoG/fPXF5rE2YcJtKviTjUve47fj+NSaBKiCL+fDQVgVCt/+tWT9jMyOYumc44TlZJNVIpExNpXcWd6t6q0/vEEAPdi0lHJZVip5FipFVip5Fgq5VjnvlYrZAiCwNJTIabtWPBO7eduJ0AGUmRnsGVzyvjVK3b8X0VRVYp5EEWR6dOns2zZMpKTk2nQoAG//PKLST8JklTgs88+Y+PGjWRnZ9OmTZsi16fVaqlVqxbXr1/n2rVrpoeJmlU7MPz+Qc4k3yENDWHGBMLmhaH0UkFvK+Ym72T52sPsf3sPtrZSqi4yMpKDBw/yxx9/vPbjUoKXxytf1UVRNOld8mBvL90Yg4ODuXLlipnY6kXmCwoKonr14g3O/g7o9ZL2wmgseKh6dJ/E2QtVeRy8EVvHALp1Gc/6dR/g4XkaJ8cIqlfZgdGoQBRl0j/kkPda4U+fvj+jUhZOwN7v0QR6NPnL2/s4JimfuIA5cQF6vNvfjLgALPp5talVQPVm3XBztGXNmjWEhoaaxoSHh5u0SB9++CG+vlL/oKdTgvcOBjFs2kQS02IY1XUuliprXBziScpKQqFQsGjRIjNBd82aNTl9+jTffvstOp3OJACu3LUWlbvWAkC3KpFN+W1KzODoriY2w8D57Ve5drQjZauXJjkujvTkHLJSBIx6GdZOBtp/+BFl671ceP9FodFo+PO73xBkDRDFHHp83IpSVStzacN6okPCyM40otOCVicjM9MFQaZAJvcBQc7hnfHAdUq3qPCXiUJmfCrrvz6HHgXO1jlUaVIKn3p+yORyNJk5OJVzw6gxkB6dxLEll4lNtwYB9KgJumHkxsdHqVlLTeORUhpFl6Vl/cwb0uTnH4MYiqtNFnYOSlqNaY76BfpmvQz0MiXK3II7uaEhf/xwAzuXTXzwzecA/PnjUhIfVTE9AOhksSiMrgjIEIVsPv6xaOKSnZHB4s8Xo6QmKrG0JH5VXqJJj+eTndjoSCYtMndM/fLnxdy6dIFje3bw4cx5RSwJv58J5Zs9kmbl56PBLHm3jqm9QB6sVHIalctP35ayt8TZWkVirrGcTIBve1ZDKZeRqZEOzoKjz3+okwlgpVKQocknVpdCk2hVRPTlUuB2Dt7ZzSN1AgBOloWL9V8VeSLbwYMHF/BrAUwi21WrVlGhQgW+/fZb2rVrx/3797G1lUrnx44dy+7du9m0aRPOzs6mEuqnU+55WrxJkybh6enJ9euSJUNcXBzu7u7I5HJG9f2Z91Ke8NWGkZz86QoyCxm+o3wRFNKvSysY0OSkm8jLypUrcXZ2plu3bm/k2JTg5fCXyMuXX35Jp06d8PHxIT09nU2bNnHixAkOHJB8D/78809cXV3x9fXl5s2bjBkzhh49epjlH9977z28vLyYNUsyEJs+fToNGzbE39+ftLQ0FixYQFBQEL/88str3M2Xh8Egid5EsfAwe5OG3WjSMP9HbedYHdF4GoXagIPb8/LNj9m3owGZ2b60bDvfVK30qjh86nqR3wlyd9IzCobWRV0CYRFhnDt/lUW/LqZPfBxvv/02lSrlP+Xu2LHDdCF4VmsUFBSEra0t734yjDsRN5DL5Exe1x8f53LYe1rg4uJCs2ZSKeb333/PsWPHiI+PR6VS4e/vz5UrV6hduzZNmuSTtfDwcK7uPM/21UcwikYiEySPmuzs/O2v3+Vddv+8GoCcNAV3zkblfpP/t8pMkrN97nKa9LlJw75fv8ghLBIPzx7jzJZTVK5bjgbvDiL20TXOr99Bwz7vsOOXgxgMUpRFqbxDqapvSds4oGjHvaRHMWz6/iaiIOfwrkTYeQ4BIwIi9moNb8/thLyIzsF5OLv8PDpBIsAJWdacOpwGh2/kDxDvPBW1klIeVkIWKoVIitYKo6Dg2nUD4WN30XtOJ7ZMOmgaB4AgEJ9pTXwmZH13jF5z3oxjcbr9Q5S6ZBQaUOm9kRstyYirzfyPV2EkGLUx/ynbIL/IO5+/y5bZ0o1cbrRl/si5DJjYH1s3Z5Z8uhARGY271eLSvlMYDZVQi5KuRS9LR6G6zX/mF05cxsz6iZ9mTENvbcudC2fpMeiDAmOq1W9ItfqFu0AbjSJrL4SZiEseniUubSu7MbFTZXyc8smgXCaw7ePG/H4mFK3ByIdNypiqi758qzL7b0aTpTWQpTOQrdWTqTGQrTOQqdGbHH+NImbEBeBRfEaR5OWLqz+QoMr3kXG3L1XouFdFp06dipQQiKJoEtnmCfNXr16Nu7s7GzZsYMSIEaSmprL8t+U0H1SPSmU98C5bjXXr1uHl5cX169dNy5UpUwZHR0eOHj3KiRMn2L9/PzqdjpMnTzJnzhzTOruu6cGVBbcQFAKlx5RGppIhN8r53K0nbQPewcW1rGnbVq5cyXvvvYdS+eq9rErw+vCXyEtsbCyDBg0iOjoae3t7atSowYEDB2jXrh0gPYV/+umnxMbGUqpUKd577z0mPxPKDQ8PNyuFTElJYfjw4cTExGBvb0/t2rU5deoU9evXfw279+oQRekpyPiC5k1dO4/n0eMOhIRcJi3lMUaDFlHUYjTqEUUdRl0kHt63AbB1TseW25w98wv9+v34WrZXrVaTm5MquC+GWI7t3Eez2qNNnyWlZYHMgFarxd3NgVo1K5uHRwUZQ7NbsSZqKdW9LBlY04qJ+/J7PB08eJCDBw/i7mxFSqo+t8GkHCMGIlMekaS14tq1a3h5eVG+fHlTqbUoiqSnpxMYGEi3bt1YuXIlcrmcNm3a0LNnT65cucLq1atN65m9dQQAh/ccpHLlyjg5OVGhcV/apMZxdNV+5CojNk5g62iFi6cXzj4VCDy8j+Qo6UAEX71Ew74vd0z1ej1/fPktSal1EITmXD6dxY1LU9FkV0aQt2DrgidAdUTRiFp9kbe/fgHVKOBUzoN2feI5uiUKA0oQBETkiECyVkHsrQg865R57hw1u1Th4S/3EYUiNCzPptssMun341vI5XKSQ2LZM+8SaXprEnNsWDb6JOQ6HjupM/DwteROcP68Gs2bKfFOiovBoNJgUD2hU7sGCEYV53bHojS4ozT6AvldwvVCOGN+mcTuJWvIS8UBKMU6bJi9H5F0VKKUpr66E+S0NFFZrXCdj374CEvroqNw1na2yLTZYG0Lyr/mN5OUqeXj9Ve5EJIESCmfH/rW5MdD91mTqz+xVMq5Oa09Cnnh15PSztZM716wDUifut70qetdyBISDEaRLK2ebK2BLK3k0JuRo0chl1Hbx6HI5dLk0sOZnc6KarjTptHf75FUnMh2xIgR7Ni2EoPeQExAKuN2TOSr1t+axl64cIGgoCCcnJxQq9UYDAZ0Oh2nT0vFFVOmTMHKyooBAwYAkJ6eztWfb2PUGvEd4YsyU84Iq450bTOKUqU8zdKox44dIzQ01KzaqQT/Dgii+IKGJP9ypKWlYW9vb1KNvy5s3PgJbu4HSHjixdvvnnrl+Tas6YK7912zz1JSBtG717RXnjsPIVGJxCSmIZcLONpaERadxNn9B4AUEJyZNnWU2fhuvT7g4tmDpKRIkSKtVkPz5s1p1aoVMsGSK1sOs/vWUbNlHC3gzIfWVHGVExRjoPbSwo0IBUFg//79dOjQgeDgYCZOnMiZM5L2Ra/XU6NGDWJjY0158LFjx/LBBx8wbdo0tk3Yzcl7wSzYXdBO//333y/ScfPC7we4ciEW0ahGn3MRB49g3vpoKu7lXy6Xv2PGVKKiiu92baG+wJCfX85c3aDVc2XNea5ckTQ+tvJM3vulazFL5S97csFxHgbr0aEyJyyikcrljTQZ0RTkQqFpqUMzDxAcpjQtpyabHp/WYfOPt00miogig2c3xMrRusDyr4qjf27k9O37IIp88fnnWNrYoNFoWDdjPumJLsjxxiBLQxTv8tEPn2NpbUlWejpLJixCLT5fsG4U9OgJR6GMZtSC56eJAHasW0vQg2CQybBIfMLEhcteaB9m7b/L0pOSzsRKJWdMG3+GNC2DQi5DFEX+vBqJzmBkQH3ff02prV6vo/a6OiDA7par8XuD3i5Go+RUI5dJRm9Pa17OnTtHkyZNiIqKwtMzv63I8OHDCQsLo//bzZhyaSlRK6Ko+ltVMu5m8HjO4wLreP/994mNjaVx48YYDAZ+/fVX4uPjqVOnDqtXrzY58Z44cYJWrVoVWB4kIuXn52d6P2DAAMLCwjh79uzrOhQlKAQvc/8u6W1UDERRn/v/66rOyHfSTYpxQ2soT9ceY1/T3BLKejlT1is/l17B140r54PQpKQgVxe8+Qwb3Juu3duTmAHZWdl8M2EoZ86coWrVqjRt34ud29fhbGuBVpODSg5qG0tqVnIlompFMq2MhAiJ1PUO42pkMl/0Woy98iIrA89So0YNgoODOXfuHB06dMDf35+tW6UGZ6tWreKTTz6hc+fO1KlTx5QHz/NuAGj9n0Zkfg+Lhh/B1L1OEBBEPR9+n+8wHHLiLiEXIqjS3p8Dy2+TLVohyKRyZZVNV7Iyw7l98MpLk5eEeOkGLgjh1GqoI/CcO2CBheoubfq3IPDAQXQ6HT2nfPZS8wNkJ6YTeDkbBAVyUcvbs9pg0Oq5ufUKcpWC6r2LFr3LVQpaf9aO1kDcnUgubbxOVJwMPSoQZNx9JOPh5ydp2MaZGv0KRjTbf9kRr52BnNyXiIhAxw8rcmPXLXgqmlPaLeeNEBeAqEdS+kfQ67DMdVFVq9UM+faLIpexsrXl08WTWDB6MjJty1zxuxFR0KMXYijll44uS6TNgO54Vmhf5DzPIuz+bZBLqRqj/MUiLzGpOSbiArDrP00o75bf4kAQBPoF/P1VKtkZGWhycnBwcSn0+8TEUFOE1s3l+RG+l0VKlpYPV13mVlQaWoORen5Fe8g8S+pEUSQyPIR58idmn9tXtEOXk4NCraZdu3aUK1eOJUuWsGDBAjZv3syXX36JXC7ngw8+oEyZMqxYscJEXABatmxJ3jN7q+WNSVCl08pQgVHNx+P7TDXRhg0bXvUQlOANoYS8FIc88vLyfn7m05F/QXTyiCM9vSt2tg6vZe7nIc/635gVz/I/TqDVaslMTaNStQo8iNSTEf0IZAZTtkmhUBAZGYlz0M9U5z4yGwPTulhS2kHGkVKdWLzmDJ/MOMWGL/wpX8qGHm+V4vpv6fi4VsBa5sR3373Fu+++S7NmzUzli89CqVSaSq4Lg4OvC4MWdcWglf4GqREJbPz+FqKgYMWE8yjQ4myrJzbdCgQF95eFAlYgiljIUtDJItHrKyPgy50bIg8+WUDzrv5U6fj88v1noTdIN22lIonG739K6Vq3kCvVeFSRboplmtT6S/MVhj+/OYtRkLa9+8eVufj7BW7dNUjpIFHE0u4W5dsVTCc8C7cq3nSZIaUXngSGcvT3W6TprNAJak4fy+DSsb007+FDhY41zJar2r0OlboY0KRJJEVuoeR+8H2MgnSJiIh7c5eK9OQEsHRCptcVP/gZjF4wgwWjZmDQq+j4QTsqN3i16MFHX0/nx89Go3UuhUH1YmXJUSlZptc3prXHzuKf0UacP7CP8/u2o5GpEGVydJY2IAiUtlbywaRpBcbHJ0rCfrlRjpX1qxvTbb4cTlhiFp4OltTycWDpqRB2XzcnHpcfF9QB5olsY2JiTKJ9o8HA+WtHeOKcgjfeKOwViHoRQ6YBrGHlvikM6TaTuLg4GjduDEgpngsXLhSoQg0ICGDgwIFmaeg81FZ4cZh7HJc/4PjZETQ+UYalQ3e98rEowZtHCXkpDrnkhVeIvMQnxnB471CUinjcPBLNvsvOjHiVrXthiHpJuyPKsom6c8L0eeDxXP8UGQhGSwy5SUS9Xk+1cp60YCsbgeAkI4N35uBgIVC7VTILO+no8ouGyPOP6FVZyf0EHUJuU8dMowtJd65gZ2dn6gfyKsgTrTqV86BSuRvcC5GBIKBHTWyG2lzfI4o0b2tH9b6SwPPShtVcOZ0JVMJgqMax7VrO75tN9zH9cCn3YiJpg1GKBqiUUuWWV83iScRfRbYxdz8Ege2/PpBIS17kQxA4uDWOg1uOYiHLpnqAPfWHNCt2Ts86ZWiSms3hTeFSFAbQYMnh7fGc2rEXHx85vjU9KNuqImprS+RyuSm64lLJEyfrGyRkykEQMApKHhy4UYD0vA5osnPAkpciLwCjFxafDnpRSJoxKTpqsLJh5piPJRtn0QgYQZRaeghyGTK5EoVaTTIWVMhxwKFS03+EuOxZtYyb14LQOLiCU0HDysc5RmaOH0PFcmXp/fEY0+eJqZLAXV1IJeVfxbRdt1l17nGR3/eu483WwMJ7epUpUwYPDw8OHz5M7dq1yc5KY/jqfty9E45HPw9sdFbUc/dntTwMzc0crBpasyBtH+fm3+DWrVt8//33ACxYsMDsYejJkyd06NCBzZs3m0w1o6PvceLan4QkPeZ2VgTpaOEprpMlainBfwdKyEsxMKWNeHnycuTg9AI6lzw4uvw9/h51WjYl8PQFMOgkV18xFcEoR5GehCgIZDiVY9HcCeTkSAK+iRMn8K7zFizStDSoZEW78d/g5elKdGw6c77/lXGnkrFTw7s7tWj+zCbPY0+njUFjtOSHH+di7WjF0aNHOXLkCMuWLcPBwYEffvihgPht2TJJV9CzZ09AKrUPCQnByalg2WabCe05MGgcS7esIkOTiiiK9Kzfm0/f+4QnIRkEdClH2VZVTOPrD3if+gNgz6zZhD32QhC8yNHWZ9P3N3Cy30D3L4Zi7Vx0X62kyMeIRkcEAazeTJUwAKVL6XgcI/3G8qItTpZZ2NrKCIvP1akIAjmiFZcv64gK3kPP2cVX/pz4IwS98MyGCwIaLHkYAQ8jkji2+yzlffW0/qwNSrV08z32w1ESsqxNxFAQDXjWfDOpD0OulazM8HLk5bXjKXtkrWPxBm9KoLFFJsLN34FGb267CsHFQ/u5+jAcMXc7BZ0Wi9R4ZKIRpVJBptwSna0DWltHbsYl83jUUMYv/A2AhDTJmNLC+OqEa+/NfMuEen6O3ItJx2gUqV/Gifca+zF921W0sfmptdDQUJPI1tfXl7FjxzJz5kwcHdWsjlzDrUOPkKllDGzUjOkDlmFpZYc6eCS7d++ijo0P12yj+HPTacqU9aJt27YAJvuGPOQ1cixXrhyZWaFMWPUZh8X76GW5D6SFuFTUsSv/yseiBH8PSshLcciLvLwCeTHqJSv4rFRLdEJ/FApLlApLXFzLUa9uh9ewkcWja/MadG2e/9Qc8+gh+xbNJzn6MQDvDRtMv7aHSM1MpHW7biz4cQ4Dh1hhcJXTZeYWfMq2NS1bs0ZlatVsjsEIZcv70bNnL3744QdkgoyrIUGcubuHUg4+1G5RlXXr1jFnzhwqVqzIhAkTGDp0qCnMCxJxGTFCqiSaOHEirVu35sCBA881lrP1d6RCuTK4yMtw8MY2Krb2p+knhQvw8tBl0kQ02VlsmfI9yWk1EQR7ktMas3LSVRBSsbJ4TJv321O6jqQtSY56yK4fV5KeURdBJvk9uPsWrh14Heg87S0izgeTGJZIVlIOfo3K4Fm7NACPT98naF8wUUkWphvrk+QX84MRxWKiXrkmiA8jVDwafRxrhQajUcjV7uanOOUYsHS2LXKaV4ExNzJnUFny/SdDkAkgVyhQKFWoLSyxsrPH0c2N1r3fMWli3iQ+mTGHpdO/Rq/VYirdk0nGkMjkIJMjPvXPYCH9LVTPiTCumP4VVnZ2vDOuaB3PyyD0zk3E3HPFIjGaiQvNfWk0Gg0b580iPF2DUaUm3dmbWWM/oX7T5iTJpSiwpfjqt4HTE1pRabJkmTGvXy2zEvColGzu3QwidmO+mD3PHT1PeD9s2AB2n1/Hx59/hiHTgFVZK777biQTRuS7rP/0008oFAo2/L6B1PQUrKpYU/+DCkW6RRsNUgTtk60fklZelxvZBFudJaWMtpRXuWGnsOJhdjTxYiYNrcozqvdPr3wsSvD3oIS8FIu8yMsrHKrcJ1+1dQ5KXOjY/qPXsWEvjZS4dNZ/9SWI+bn6LVPHUM3qFm6WUtVQKWuYclzD0P7laOrWkM8++4zevXtTqlQpbgSeRiYDhdyCCS0+R5nhBfyAh0NpNp7+iVKOfkweN4mle1ZRo0YNxo8fj1wup27duvj4+LBs2TIcHR0xGAyMHTuWWrVqERQURIMGDWjXrp2p9L4oTJkyhSlTpA7NfyUlpba0YuAP04gLuc+u+VvI0dRBkFkClmRrPNi9NB6F4mcEIQed1g9B1gZBBqKYiZ11EA3en/CXj/VfgU8jf3waFXRM9mtWEb9mFVk64oAp/aMWckh+HIedj3OhF+/YG+HEP4onR7SQTJlFg6TbevZ4PfVeFBRkGHJ/50bRLB2nF1TE3o4yEao3Ab2VDXqrQshJpg5Co7g+eRJf/rTwja0/D/YOjkz46cV9pmaN/Q8aBxeUoqHAdxt/mkNwXBJGtSUkZ7Lk68/46Nu5r21be44cw9yvJqKzsUdj54xGozHTfKjVaj6YNI3sjAzmTf0ana0DGgdXzl+6hLqOdK5b89dKwgvD000gTwXHY6WSo5LLuR90kXXLFpFwXTK43LZtmynCCrDol5l4VXUlNjwZQ4aBctPL4VXKlTm1x9MwoA8gCWxPnjxptr5GzauT/qHIA0MSBw/spWOnwqOQZaeUJa2sFNHz0TjS1bk+w7rPQqEo8Wz5b0cJeSkWeRck+XMtrnU6HV9//TX79u0jJCQEe3t72rZty+zZswloNI6Ht69iYavBoP2ejh2XceVKuMni+tdff8XbO9/DITk5mdGjR7NrlyQc69atGwsXLsTBweGV9yY25CHrJo3NfadEadMVS80G3I3X6LAmX0wXnCQSnKRHdbcKLeRybt68yZo1a0hJScHV1QWdAXo0HIxW4Y821+AyIycVGwt7ktOfMGjCUKp6Vebb8YORy+VkZGSY2tvntbDPQ1BQEAC9evXCzs6OmTNn8vHHH7/yvhYFt7IVGbrgK1KiErh94DAhd4JJzaiIILhiMEjOzhJpycHa4jbdPu2Pc+kXK1t+k9AL+TcZDZZsmH0LRBEZepSCHrkgopCL6AwC2UbL3DYSEgNp29uDCu2ro8vSEnHpEfs3PilIZHKhEDXoBfOYulLUvDHi0rpXP05s3YRRkCIZRrkCUa6QXiuUGFXSthiLcKP+p2HI9YNRqgqSgMdhYRgdclNPMhkxMhumTZkMCAhGA3JtDh5WKoZOm/VS61ar1dgLehIAUakiLiIMn/IVCoyztLGhdbv2HLxwCQBRpiBZI5nT2QivTl7iM/KdvL/ant+HLPvRdXKMLji1/Yj4HTPNHja2H57LD0FL0VeU4d7AnScrn9DfugnTBv9WgFwMGzaMb77J77kkk4l03tOFHLmWbWFL2bF3ESqFmoex9zgYc4Fze+6QcScDKz8rmunLMrbF51Qo35QS/O+ghLwUA4G8tJHiuRbXWVlZBAYGMnnyZGrWrElycjJjx46lW7duXLlyBRen4xzc8y4bt1zk6tVwpn8zg8aNOjJ+/Hi6dOnC1atXTU/QAwYMIDIy0uRcPHz4cAYNGsTu3btfeX+OrPjV9NrO1Qu/WmU5vPIslSrICB1jw0X/j7jyWMe8eQs5cOAAjRo1YvLkyUybNo1SpUrx+PFjvvzySzSpmTSuJLnI5mhzWyiIBsZ3X4RamV+lsWHzIrqOHmt6P3DgQNatWwfAokWLGDVqFIIgIIoiAwcO5PLly3zyySf4+/sXG4F5VTh4udBkyDs0ATTZWeyZNY+kZBVGUYVaYaTTiN64V37rjW7DX0F5Hy1h4SIG5BiRm8iJESUalFKGI+/nKmBqMuhkkUWF9q0BUFqp8Kjujc/hECISC6aebOSZvP9LV04vPMaNW6KJ4BgLcz18TajXuh31Whf+t/7+k6Fk5XZ1Vmcms/7HmfQaMfpvSR+9KPJIla1TwU7t5FYpyrQaFDmZaO2cpNQTIMpk6BVKIkUjs8b+B3dnBz6cXHT1XVHIycqWTJENBgSh6KrIygH1OXjuPMjk2GQlE63PAAU4yF9dzFXdy55PWpXjcUIWGr0Rjd6ARm9E69MWjb41eoORIztmmsZv3DeD2XFbsGtqh5/Wk96KJoxZ+SN92owrNCpiZWVlqkrKQ1/LANZqz3HOIpRz8UtMn4tOIulB6VRrWYb1jRZQpdLzU8ol+O9ECXkpFrlhBUHxXItre3t7Dh8+bPbZwoULqV+/PuHh4fj6+lK1zkwODKnPFxPdcHaOoXbt2qxbtw4fHx+OHDlChw4duHv3LgcOHODChQsmhfzy5ctp1KgR9+/fp2LFioWt/oUR8/CB6bV7GU/sbPeQmGVg0HYN0Rki9k6rzZyTs7OzzaIupUqVolWrVoxt3Y6cpHQ0IoQnXgGkyMv0TYPM1rd30waGTJ9MaGgoI0eOZMOGDUyaNImqVasSEiIJ+PI8F/JIjUwmY8qUKW+cvDwNtaUVvb95tfYBbxodvupo9j4zPpWYG5FE3YwlLTEbrVZEpxURZFC+tit13i1oYf/w8C0ObokBIZe4iCIe9ll4lrVDrzNQrav0m2s2qjWNDQYuLjtDXHg6NTqUKzDX34Fsx/zuwJmuPgSna/l+9myUWWmotJm06NW/SOLzdyAtNQVjbuSldOWC/dgs0aEBjCo1dapWwNbRmbTEBAwGPeF3b5OqNaCxd0Hj4EK4AWaOG4WHkx0fTv6u2HX/Nm0SUXoZYi65s0yOwbtc0YLT36ZNBBdp7DuffcWsZR/TPaMCsiovVhL+PFgo5XzeoWDTzKchPOU1uSRqH0aVkfIaV9YP3EpcfCpjKNplfP369axbtw53d3c6derE1KlT+azfr/DHJ+zJCCJHpscgGLEyqlBd1XE3w8CuRUdLukD/D6OEvBQLKW0kCH/9UKWmpiIIgind88e6Uej1EBBgSfPmXwHg6elJtWrVTEZu58+fx97e3kRcABo2bIi9vT3nzp17ZfLS84upbJ8j9SaSkUmDu8tp0F26kRlFyJlwFytr6Qny1M8LSQ1NZ1TV5igDmmDl4UjNPm9jV8q8AkOracP3FtOZOHEis2bN4tA3cwl+IvlthB3X4664SRlvLVnp6Vjb2fHpp59y8OBBevTowU8//cRHH33E4sWLTfP5+vqaNXwsQeGwdrWnXBt7yrWpWuxYg8HA7a1XOX00zayaBqBSEy+qdi/ojyKXy00NG/8pKLMz0FrbI8st9TcqlIgKBVo7J7Q4sf/IMWLDQ+nywfB/ZPsuHz5oMlCs166g+L7HR2NYtUlqt3H/yiWMopE0a2cpZaQXCrhHae2dCTfAnP8M44tFy5+77qSEeMRcMiIY9LR/+93njn/aTH3NnBk4utYDB+AJzBw7ks4D3qZm/ZbF7fIrw2gwkKyU9DYzmn4peczEpxY5fuDAgaZy6lu3bjFp0iSuX7/O4cOHmfDOEp5Vor217S06dOhYQlz+x1FCXoqBKW30F8lLTk4OEydOZMCAAVy4/CfxT04gykNRKsHWVk52dgbklje6u7ubjNxiYmJwcytYnunm5lak2dtfQdk69ajUpAX3zp6kfOQmeKrBtEwArSbFRF4e33ch3Zh7Y8wCEuHm7SAc5NEohSxCEy+z9dIZ7sdIHWmP/bGf444utJ/yGYrZPzN11VbO3D+dv4JJUqVFxK1QLq/bSNMBbyOTyTh37hytW7fm4sWLKJVK0tPTqVfP3A137969fPPNN9y4cQNra2uaN2/Otm3bXvl4/H9AyPE77N/0RCItz6YVBIHTe+Ox93iId4N/X5nolz/+bCZCjQkPY//a34iPjibb3g2jSs3V4Me4Hzv8j0Rgwu7eAJTIdFrs7B0KfO9XqQoY9CBXIIoiWXILRKUKESQRbxF4EX1Pi2692X/uIgCiXMHNsyep3axwspmSkEC2ff51JS8Vlwetgzv71q4l6OIx3h/1zbOLv1ZERt1CFEQQwcerYLTqWQwbNsz0ulq1avj7+xMQEEBgYCB16piT7sjISA4ePGjen60E/5MoIS/FIM94DeHF1ek6nY7+/ftjMBho0SwTuTATDy+4fU/6PjnWGYeGrqbxoiiaCdkKq6B5dsyrID0xHoAsgwuQYPZdRloEDk5SisBGFku6UQrbC/ootl/azNXQy2Rkp+DtUp4q3vXQGN2oU64Gx29uJfDxHdpNmohy8pfUa9CAW7E3KevtTb8abQlLU7Pr8iYyNakEx4ZRf9AAols0pWnTppw6dYqmTZuyYMECFi9ezNWrV5k2bZppm2xsbNBqtSxYsIDWrVsTFxfH1q1b2bx5MwB3795l8+bN+Pr60qjR3+uz8d+AmHvxBUiLIBpwsckhPtMag0zJzpXhqFY+4L3vW6K2e4OGNi+Bp6tnPHxLM/irGQDM/c9QMly8EZUq9Np/xiMmLSkR7D0QBYHvPxmKgIhMJtCi9zuc2rYJnRFwkYzjtHoDal0mOlvJzVam02CZEofawgKdVkO2hRRhshb0vPP5V0Wu89TObVw5sg+DEXiKhERHFm4CB5CSEIdYyPVDmZGKzkZ6gtE4+xCaYOTg1t/p0PvDlzgaL4ZLdyQtn53eCnt792JGF0SdOnVQKpUEBwcXIC8rV67E2dmZbt26vZZtLcG/FyXkpRgIgpQ2kr1g5EWn09GvXz9J4zGiHGX9rwOQ8MQLDAZ0ujjadDyItVW+Z8bTFtceHh7ExsYWmDc+Ph5394Inul6v58MPP2TLli1kZ2cD0L9/f9avX2/q3v3BBx8UsMb2tHPj7ZFbiNfewFX1JTEZRj4/rGHf/A6kZhgwGAx8PGwITZV2JBn8WHtiAVfDg9DppEhUaOwdQmPvmG+LUbqB2CldsEXqGJ6SksLsyFXIZDIsVCqaVqyOk30Ddl36jd3TdqHRaChbtiznz5/nzJkz2NjY8Msvv9CxY0fT/mVmZlKhQgVTtdK+ffvMKpZ27tzJzp07KVeuHA8fPnyhv9P/JzQY3hSLjZfRZGgo38KfnJRMnCt5IpcLbJ9yhMQcSfyqxYLADZdp9NE/myp6UZSuUo3bcSkABB4/QKOOf7+4Oi8VIypVZtGMPSdOm7ndCnodNrY29Bk1nuU/zUNnbYdRqSbLsRRZohEsQFQokWk1ZGemcO3EcXz8/SlXo7aJvM0fO0IynbOxB2fzyIk8JwvfckXrkvwqVaFvj25cP3OSDgPf5+S2PylbvRY1mzRj5qgB6G1LS1VdgozosOC/dAyigk9z+PQcbuREkS3oUIsCzqICJ4UtGaKRNGMObUtL53Pog5PEuD4BGXgbX66B7u3bt9HpdKZWAnkQRZGVK1fy3nvvoVSWlEL/r6OEvBSHXPKSVyHwPOQRl+DgYBYs+g6DVlKoxcV24J13f6Vjaipz57ly+PBh+vXrB0B0dLSZxXWjRo1ITU3l0qVL1K8vNdG7ePEiqampZuZueZgzZw47d+6ka9eutGrVipEjR7Jjxw4WLlzImDH5VuAdO3akX79+/Pjjj8RERTGwencADKIDBtGRQdsjSc0RGVRJzpkcb65eD2PJipW0XlQbY2Aql0ICsbWwZPTnExj4dl/Ozd/GhD9/pnT5snw5eTK9e/dm3KhRNDBUJ8FQDivDLfadPo21tTVWVlY4ODjQokULvvvuO5Z9NJldQFK2nosXL7JgwQI2btzIo0ePqFSpEjVq5JvpBQYGApKBXe3atYmJiaFWrVrcunWLqlWL13qUQNKuFCbeBeg/vxtLR+xHL6iRi1qqd39+l+Z/E/p+PJbgTw1//4sAAHMHSURBVMegtXMkQWnLqZ3baN6919+7DaM+Z9NPszEgIAoydFZ2GCzzG1jKc7Kxykyky4cfUbG2ZIA4ZNQYlvy+EsBkMJcHo9qCHLUH5x884vyDR7B7L6qMVNp07ES6hYPJEE+RlYEiJxNEI3ZWFnw85+dit7VKvYZUqSf9Dnp+lN9ZXqaWmcrRMRqo0bDNc+eJOTaThXeW80ClQm1Uc91SlDw8rSHfHEgPJGPIMaBN0LI5YRMA3wdtwrqSNXIbOV6O9iQlJREeHs6TJ1IPpPv37wPSQ5yHhwePHj1i/fr1vPXWW7i4uHDnzh3Gjx9P7dq1adKkidl2HTt2jNDQ0AIO3iX430QJeSkGea6ZrtanSIiJJTImX0j6tMW1p6cnffr0ITAwkLnzppGYMBqAlHgn3v1AUtHb29szZMgQxo8fj7OzM05OTnz22WdUr17dZHFduXJlOnbsyLBhw1i6VHLLHD58OF26dClUrHv+/Hn69OnDihUrABg5ciS1atXiypUrZuOMRiOTJ0/m4MGDdO7cGbfWZVG52SIoqpOg28HZqHp81VjOkqs6Lg9LpNR1sFAJpKgs8LS+ilE0YkTFneMpBKVcxsbSA2cbe1RqJb16STcMtbU1lRu5cnp3Brtu3UEtV/LVR+9Ru14D0lHy3azvad26NQOq1gYgPUOqNpo2bRpz586lVq1arFmzhjZt2nDr1i38/f1NFUnTpk1j3rx5+Pn58eOPP9KiRQsePHhQaAuBEvw1WKv0pOrUqGR6bEq9eoO+vxN5Ql5RoeRY4HUuHN7HmB9/KdCc703Bu1x5Plv0m9lnR7ds5vb5U/hUrEzP4f8psIyHb2kq2lsSFhJCjnMpLBKjcXVxwcPPj/tXL5Hm4JH/sCSTo7Vz4vCRo8gMehN5+XzGd6+8j2sXTiHiYSxax3ytkyo5nDqN2z5nKdh8cwm7HPLEclLkyUeno11mFqX0BrJkAvFyOXFyOdsiRB7PeWxaNmajpNtzaOKA1zAFu3btYvDgwabv+/fvD8DUqVOZNm0aKpWKo0eP8vPPP5ORkYGPjw+dO3dm6tSpBcwZV6xYQePGjalcufLLHpIS/BehhLwUAzuPXLJilcbanybw6fdrTN89bXE9bdo0k6lc/35Dn5ohHP/KF2nZsiWQb3Hdr18/k0ndqlWrzE7E9evXM3r0aNq3l7oWd+vWjUWLFhW6fU2bNmXJkiU8ePCAChUkc6q7d+8yevRo0xhRFDl69CgWFhb07NmTxMREsuU63D6uRfDNjaReXkITL5HZZ7Qs7myBm3Wut4feQOUKtjQe8i2V/lzLw9hoDl7bwP7AtaiVliRnxOGepWPvp5IGITg4mMYLF5KVmYWdlROju83HLqMSj45L2zGg+md8uWEwFy0lkZ5MkFw5R4wYYbqA1a5dm6NHj/L7778za9YsjEZJc/TVV1+ZvHVWrlyJt7c3f/75p6m1QAleHo5OclJjIcdY+M1Qm6NBZfHvNIhr2LINF48dQmdlh97KhiwXb5ZOGsfoeb8Wv/AbQps+b9Omz9vPHVNUm4DO7w/j/rUrPL57l/I1a3Jo/WriZBYFnIdflbh8O2oAeucK4GieelFZF6+rq+vTjd/SzR1vV6ToKdV2Djj4StVXuixIe8KPVaKgnxfoNXBrG4bIS2yzVnNHbcv7bb7ExbsGH3zwQZHr8vHxKeCuWxQ2bNjwQuNK8L+BEvJSDBTZTugtkwBo23Mw4pyCbdXzsH79RzjaHUNlJelC0tOH0qP7JLMxFhYWLFy4kIULi7Y5d3JyMnmeFIcvvviC1NRUKlWqZCJAXbt25Z133jGN0Wq11KhRg9WrV/P48WN69+7Nr7/+Smv/ezS5twcAb1sBO0uBQTtyGLxLIhVfNFGhSjsJ9GPPqWO0bNqMyJhoBMBWJUMhV5KWk87jLCl8a6eQ3HIjwx/z7X++4vcj05nQcwHWlpI42draEycbdxIyJWdPFwfJX6JKlfxGiiBFn8LDwwFMee2nx6jVasqWLWsa87rx4MANrh0MIyMbskUVgqBEFA3YWiTz/s/93sg6/0mkpeS2wBDkLP/kDywcZORkguH/2jvv8Ciq7w+/syWb3jsJCb13kC5FercgoFKUjnRFQJQqAlKkSvniDxBQEARERASk9xp6F0iAFNKTzWbr/P7YZENIqAIhcN/nyfNkZ+/cOTOzyZ4595zPMUmYTdZIjKNLHB9PbZ+XZuZK/Xfeo/47Vhn5KQN6o/MKIFnlgC419aUSsnsSSlSqalti6vvtdJZOGsuNNGvFEoBr/O3/fAzZKStnRpmexltv1SE2JoI2H4595L513pnLsfRUhixrwV77BPyMCvwGngG7R/TbeqMnSrOJ9imR4FoAFA8W1BMIHoX49DyC+BTrJUqM7Ui5GvWzvWcw6tl3YD3nLx8lOSU+m+MSHflWDsflebB69WpWrFjBzz//bMsP2bBhgy1B9/jx4+zcuZNNmzZRrlw5WrdujZ+fHzExMezfEwbAxktG1l6W8QouwqJPQzhwyFrePPWAgTup1maERYoUISLyDpGxCazafYq1x69SuVJFdAYt6enW6qXoy2aSjp6hfsNGbD9/GA8/V8wl/+WTyVVp3dudsnVukpQWTWiANbH4/UnDCQwMtK1zZ3L58mVCQqxS9FWqVEGj0WQbYzQauXHjhm3Ms2DQoEFoNBokSaJE8wpM2vAd6TghZVSZLfp7LN3nfIAkSUiSxJQpU3LMsWLFCuzt7W1jHB0d2bVrV7Yx33zzDWq12jbGxcmFX8euZNukv9n45Z8cW7ovx7zt2rXDzs7uocf+L6Tps6J+BrM3yXGeGNI9bY4LgC715X/OqVqvIZjNmBxdWPrtmLw255nRbeRYqhUNoaDSyNixYxk6++H6L4+DMjVLdkEyG6nVuA1tPvwUAF1aGn+tWvTQ/TX2zrQpaX1AilNKxCc9pi6TUgXuwcJxEfxnxCfoEVjkjFLpXCSr1/zSGX3650Te6sjRo9VsjguAp/tuYmL/+xPSoxg2bBgjRoygY8eOlCtnXY5p06YNkyZZe6Xs3buXmJgYChYsiEqlQqVScevWLSwWC98st+aTrLtgIlVn5ty5q/T94SY1a9QFIM0IfXp+g2yxsGjPNUJH/EndGQf4YnMEneb9w5FTZwCItDsAQHyajrW/3WXthIWkpqZy9+5drl69SnRiPP8mJTPyh//h4+fHh59ZE5ntHR0ZNmwYs2fPZu3atVy9epWvv/6aixcv2pLuXF1d6dOnD2PGjGHr1q1cunSJvn37AtC+/bOLBMTHx+Pr60v5kKxS68xKEqUUR7oxDXdnH0J9revpZr31XlssFkwmE5fOX6Jz584gw6RvJjF9+nQsFgtvvfUWiZFxHFu2n0ndv+Xrr79Go9DQsc5gmlXujFaXxofffMLlm2oi4h04fFCfw7bk5GQKFCjw3MrAWw0oj7dLdpEw74AEyjdQUaCYVUxMkuTcdn1p0KWmWn/JWPVIStXmnTHPgZZdez6W6u7j8uXcn1CnWu+5WePExP4fcvncETaunMuMr4Zz+OIdJnzxOSsWjcuxr8Vs5tTZLVy7a61KMinM7Dy++pnZJhA8Di//49RLSqo2GWfHiw98X+1g4s6da/h6F3jgmP/C9bDj3Dh1Aq1WayuJzkShUNhyRTp37mxLBs6kcePG3L17l5Fffs3RYmd5//rvLDtlJGhgQdYY43FEptx8LSW8JCr5K/h+6mimHLdKoBs9C2BKiCRh1/+h0DhhMaYz/X/WtvWHLv3NoUt/U/ZoDTZdO0hycjIbNmxg+fLlBAQEUKNGDUaPHs2tDD2KM2fOUL9+fQYNGsSQIUOIj4+nQoUKbNu2jSL3lH1OnToVlUpF586d0el0VK9enR07duDh8eySS5cvX45Rb2TRoL30X/gWEjKSlAy4Uba+P1MDxhBx25kT/+5hyfYJHP7zBvPu7Mjaf6e1WuzzdvNxDg+mTa9CNDzUkEqVKtGywYd8UP8LFv6xHIAJXdZip7QDWcZOacfGoz9y+NJWqpdogkI25bBtxw7rcdasWcPBgwef2Tln4lcmmA5Tg1nYZy0mrAnQ5jQLdTu8ybE/j3L7Sgqy5dHVdk/DrnVruXzyCPZOzrh4euLlF4hfwYIULFbysZd9Tu7dzZ+b/sDk4GxLdDU/aglDQECAPbdidVg0Dhi9i/Hzms1gNoOrVaTS7OhM+LnsEZVte//HV5cXkqbKcrLtzGpqls37xqWC1wvhvDwu9wg8mYxGNm9ohldA1tNdTHQzJIUKtbwfN68EoqNq8FbDN5+LKeunjOPfE0cBKOLmxIQJEzCZTLYv/PXr19O+fXvCw8Px9PRk6dKlvPvuu7bGigkJCTg7O9O//wBcXFy4UXEvdn83InZLLKPe9mJBmrW79OU4mRlN1fyTZEAfeZOkA7+AbEFh74KdfxHMqQlogsvSsEEr/vppMvZqR4wmAxF3z1A4wZfDhw9nU8odO3Zstt5Qb75pvT5LliwhIiLigeerVquZNm0a06ZNe+bX8l5+HrqFjHpPZExkyg+7eDtTp4M1GtWz8V+57mswWfOEnO1dkSQFWxafQK20Nqy8cPskACaztTLGx95AcBE11Tq/gd26f9l49EcOXdxE9RJN8HIxPK/TeyhJUQlYLEpQWCNOtT+win85ezkDKciyGovJjEL17JyYS6dOsutkGCgdId0Cd2KtPydPA5vAYkYym5EsFiSLGcliRmE246IwM2BaVgL79lU/YfKxSsEr9OloUhMoWqp07gcV2Pjks0mcPbKfP1YsQe+ZkQNzXwWPwcOfbwd9wOBJi5CwMPry/0hT6VFYFPiaXCip8OXTuoMICiqbB2cgeJ0RzsujuC9cbjIa+XXNAPwCorGYJOISWtK69TfZROfMZnOOMr5ngSzLrJ8yjusns8qg21Uqwx+Xb2arLtJqtSxduhRZlpk/f36OxooqlYpBgwbh4mK1OS42npAhIUSviWbn/DuU11m1bTq3qUjzYv9SMySCn+/UIOngKmubBGM69ulxvFHWmz1HzvLXT2cBSDdav6zbvf8hS5cuzWH/2LFjsynnvmzoTcosmQqylglL1MgqvWzSqwaLt4ODfRplK1nw8HfDrDfjEtqZriN3882v3Rn+znwsFgvfrbdqaaQb0kCW6dXtQ8bMmMDE7cPZP24/l8Ov2e5bYobDWLxalvLy80Sn1aGyU6FWq1n+2RqStV6gsDprDnaxhFSwan2EliuELN9Ekuw59Pshar1b+2HTPhFHt262JaFKRgOyQmnNhch8UFAokRVK7l+wigOmD+iJSq1C4+CIKSPKYpeSwJfTH6138iowa2hfdGYJZAuSbEGSZevvSNZm4woJtUpNm179rS0KHkDZN2pT9o3aTP2iKyadCqR0zBo/TE5ZAnIGj+JMHzeOeNfLpAbpUFmUbGu1Dm+fwi/iVAWCXBHOy2Oi195k7S9v4OqZgJ+/dUnm7t36fPBhzn+Wz8NxAQg/eyqb4wJgr1bRvkwRfl21ioJlK+S6399///3AOcsts+bJaPw1FBxQkHKpRn6+mxkqtubEWFqN5tqHxbg56WPUyYdJOPo9wTeP4W9MZEGlzZixlm3Wbw1lWjb8j2eZd7zRwJP9u9Jsr5WqeEq84Ym9U86uuwXK+GF2UHDzZgwJUTok3KhXoQG7T+1k9M8fAGCnsgcklApo060gwTXHs/f0QbZv346XlzU07+nuSXp6OpKkBNlCmberPPfzXDV8LbGJHkiSlNF2wsv2np0ili7T3ra9tneyx94xBb3Oi4jzMfDus7MjXZsKGZ8du9QEhn43E4CYiJvcunqVuKhbJMXFoktJwaBLI0lvRu9uTSBP8bpnOdbN6oQb7Z14XUiyd8Ni9+hu0MtWrCRAMtJrwncPHTfsu6wqyqhbN1g282uMBhMK2QGDZzBmByc8o90gCGpbCgnHRZDnCOflMfELzNIaMBsU3I0pw3sdHlzu/Dxw9cnZsBGgfpceBJV+urCtT6qCu84W2+u23u9w1D+C0uc24ZSRN+M1rwZHQ6vhkHSLUglWx+Zaeg0WJQ20OS6li5gp0/LFN8Z7llTsWINje7IaupkNjjTokrszduVYIhcsAA4ZP9C+xle0r/EV16POo1ZpCPIqRP9FjQkKDSK4ZjEAfpq/lKObwti95xjOdgVRSHaMXfURPm4FQE5HrXn+suZarcXWJ+v+flk9f8hZCq5xkNDrIPb2s/130XnkWGZ99ilpXoHoPfyYOfRTBs+YR3DR4gQXLZ5j/Pmjh9i0bDFmpR2yUoVFqUZWqmzCbe66hGdqX15ycu9utq5egUWlBhmMji4ozGYCnDS0HzzM5rhIRgP2SXdBsir8ygpr802DkxuySo2sUhMfF/dEx/YPCmX4tOW215MH9CTdqwBKhRNvSxUZ9dHCZ3quAsHTIJyXJ0C2gME0lLcafILmIR1hnxce/oF8tnoT2sQEVHYaEqPu4BNSCMV/iPSsemc9W3ctJsi3KNVrvoeDY0a4+F1gbFbL6Wo3jtp+NwKnUptjlK3XQCkbqdYl/8jK50bEiev8seA0ssL7nq0PrrBRKnNWBQEoFEk0aFSEkrWKMmL0CADeLNmAJcPWkJZiB7gADhT2tebQzNhgVWBtXe0TNKq0XOd81lRuHMKBv6z5WqGFtGgc1Oh1Rmp2yr2FgJuvPcnxoHFIf6Z2aDQavpi7mOn9e5DiHYTOJ4jvvxjCiFm5C8zdK2//qvP3ml9Ivy/Z3wJEmC3M/2o4eAWAxUKlwgVp0/3bbOOmftodvZv1c6xMT6NK7Tr/yRaNQiIdMDp50K/+CDSal6txp+D1RDgvj8DdN+tpLjrqTT786NM8tMaKk7u1ysavcNFHjHw0vgGF+ajTt7m+F6W2w9+YPYH0dKMvKV9nOFG9t9nyQwoFyzj7uT/2MY1pBs6sO4FnIU9Ca+d8wn7RXN59jpXzjxF2PUtjJSYpnNsOe1i/3sDbb7/N8ePH2b59O6dPnwYg3T2ea9IfqBNdCHatjSSpmfH7IIr4lyXgQiiHJn3J5TthONu7U97vPdKsunxMWtuLKkWrUaioH9uObuXf6AsEehYmyLsIoSWt11qSJNq1a8f69esBchw7UzumWrVqNGz48GU6bXwy67/5m6RUDdY8Hov1R2FdYinfpDTBlR7c0A9Al2JtuOnsntNJPrThIBcP3qZAcTcad7dG3pJiEnHydEalerx/L5/NXczUT3ug9Qki3cOXBV99Tp9vnm9y9suOZM6qOnOMvYVaoSBN7YDRxQOdl1W4Ua1LpU13a7PS7wf1xmAy816/gWi9Am37Nm/WlKr1c+9VdHDjOk5s3UyTj/tQrErVB9ry4fDRLJg3D4taw8/TJjJ09sM1YASCF4FwXh5B0l033HySSI135sOPluS1OS+UeEd3/JNiADhRqzeBZd6jfIE3uLH/MrKU9UV2PQKiz0XgVyY4xxxms5mD8/cQHZ6KTgdpBiVGNCBJSHtT6PcSOC/bV15j55l17D2/0bYtMiGcSbO/w2WJC2+//TZDhgxh7969tve3bNnCFrYQEhLC2ZPDOLD2IHHLb/Fv1FnbGH+PYEZ/MBUX93hcve3xL+xN4oooNh5eBYetTkqFYuXp2fB7a4VP96xuznH3hPpzPfYW67Fv3LjxwPNKioxjxbhTgNcDFZ0e5bgA6FKtCdyObnbZth9Yu4+T2w2AJ5ePwtXj65BlJbLsAmhpN6QiBUrk/EzkxrB5i5k8qB/pHr7EmFX8PGMyHwwd8Vj7vpLcs5zXuENnKtWtR3xMFPO/m2LtKk2WgzN9QA9SMrpML1+9JlsT2Qc5LruXL2HvmXOYvINYtXYNjW5HULPN27mO9Q0Mwi41iXQPX5I9A3MdIxC8aITz8giUjp2IvbORqnXm57UpL5yi/U5w5fImPHzLUtmvnG27k6czyLLtH6xZsuPAT6d4e0owd07exGIwElTdGhUKW3mYU2dlMkuQuSfFQn4JNBLjbsZgkZzoUHcQQzt+TLuv2+U6bs+ePQ+dp0nPJiT2TECXmkZsRCx+hfxy7QeUmimmlsHiT39FbwZJ1uPgZF2GyxTHe5xjn1x5iJP7YpFlCZXSQrN+FW1O5NqJ/wDW5QPJkoyjgx6DQYHB4gFIOKjiH3pOAPo0PdpEB5DA2cO6XGCxWLh86CInt8cDWVosFov7PXs6cXrn+cd2XgAatGzNlt17sWjsuZyczjfDPqNp82ZUa5i/c6melINbNqO7J3oSH21Vw/X09ee9zl1Y/+MiTBoHPB2s+VFa53uWOu9xXOxScuYA3blyieWzp6Pz9IeMfklmjQP/7N3LyW2b6Tt7UY48KAClKfdlUoEgr5Dk+/9T5lOSk5Nxc3MjKSkJV1fXR+8g+E8k3Yon/NC/7NmeDEC1ampCaxZizaxLVqfm3o+VJCHJZjzsdbi4qYiLM5NqdkItp9NrYYs8OgMrKz7/laRUb2TZQu/Zb6LW2D16p2fIvF6bQOGIWoqn1/z3Hnu/HdO2ceGKItsTOgCyTPOOARRuUJofem1AVrgiWZLotyjrqdpoNKKL1+L6GEt9qyesJ/a29Um/anMHrodFEhep4l6nxcUzHkdXNRazBa8Crlw8ZLXpnc+LE1A0KLdpH8jfPy/n+LGjGFwzuoVbLDjG3abHmIl4+vo/0Vz5kfiYKObOnIXFLsPxlWUKqkwPVdedNLgfevfsyfwKvY4OHTtSokIl27YLv/7CuqNHMWaUQau0ydlKogEwm7l15RL7jh4lMTWN6JgY1q9fT2zYYW6hQTIZKVe5CgsXLuT48ePExcVx8uRJKlasmHUO8fE2ReyIiAi8vb1p164dEyZMwM3NLdvh/vzzT8aPH8/p06dxcnLizTffZN26dU9x5QT5maf5/haRF8FT4RbkyaVD+8mMqERcSuTEkbMgZXz53/elWtDPSKvxbQD4ZdBGMIOjnflFmpwrScmOoAAVyS/ccTEajciSAxJQIETDjcNXCK5a+JGl9kd+3MuFq1maNHZyOq6OZmJ1TiBJ/LUqklYaNQ9KOFar1agfM0epcMUAYm9bE4mP/aUDrPvJsglHlyQCi7lS5/2mOHtYy5UvHjjPxUNRyLIRr+Dcq+MeRtMPOtP0g84sGPUZ0ZI9skpNmk8wC7/9ht5ffvXKOjBT+vck3d0XTVIsloycFslooJCLPV1G5JTovxc7s4H74yIWjQO/LVtKsUI7qdG8FcFFi7Nz0waMhbM0i7yMOjzVrlyPjibdzcuquaNUolOq8S0QTIWAAH791Vp95+brx62YRGRJQqvVUrt2bdq3b0/Pnj1z2HPnzh3u3LnDtGnTKF26NDdv3qRPnz7cuXOHtWvX2sb99ttv9OzZk2+//ZaGDRsiyzJnzpx5yisoeN0QkRfBU5GWoGXJiEM5n/wBZ6WWeh+UwJimx6gzobJXUeSt0iiVStIStKwcsRuDZE+wp44237bMA+utpMalsPTLI0iSROFCaTQf3uqFHn//0l2EHbKWo8uyCUmyPks4qGLpOLE5jhn6JYm34jiz/RR3bySRHG9Ea8haJrBX3aV0wyBcvV3R/pvA0YN6kJRW/RbZAAoNsmyh+9RaOLg+eZWIxWRmfv8/yYy0aBziKF07gEpNK+HgklNXRZuUypIv9iFJdtRs50rlZg9OBH0U8TFRLJnwFSkegaBQoE5NItjbgy4jRj/1nC8j/zdhFOHmnCXyqrRUvvru8RKXNy1dhC4tjchrV0hWaLJFVNQpCYyaPovwM2f4ZdFcW8IvgHfcbfrP+R9pSUnMGTUMi1KF3iPL6Rw3bhxfftIVPzdH4l19UejTGT1pMgA3btygUKFCOSIvubFmzRo++ugjtFotKpUKk8lEaGgo48aNs/UxE7y+iMiL4Lly98IddvzvOHq9VQjVDiVGWY1aMmIgSzDLwR5MaQaiLtwlLjKN5BSZXb/dwogakECyjvUKer6iYmf/OoHRaKLkW2VxcHJEr9ODWUbjbD3+lllbkSQPZFmmft8XL653+XgMtpwUKetPUWfy5v++OGITkbO+L5HZruBe0k0+nNiqB6ydvclIpJYkCSRNxu8K9q/YQ6N+zZ7YRoVKSf0PC3E9LIJKTcpSoMTDr1NSTCLZEpv+A56+/nw2ZzGzP/uUeCcvjM5uXE/Vc3jrX1Rv0vzRE+QDlkz8OpvjYpeSgMHFWk1ol5b0oN1y0Kpbr2yvZw3tS4KrHwByRlPZguXKMXzOQmb170GCt3U5L7MvmqObG8PnLkJ35gyW1FRmrfnFtnR3TZuOOjjUalNq4pOfJNi+lDIr0E6cOMHt27dRKBRUqlSJqKgoKlasyLRp0yhTpsxTHUPweiGcF8Fj8+usi9gSb83YvqMMZF/muKt14u/fYjJeZTzt3/t9Jsuo0VMpo1/Q8+Cf2X9z4ZwKSZLY/+dBrEsoki0ZUWFJwiw5IUmgkFOeKirxX7HcG/O0pOLipCc5zQNJUuQQkbM6MRaQTUhYf1dp0lEqZQx6OywWR6tK7wPQJRqf2s4ydctRpm65R45LiUtiw4xjSJIrSmUCFRvVe+Q+j8PA6fPY+OMCwq5ex6JxYMdff1KxXkM0mpwJ0fmNxJho8LAm57onRTH4+wXoUlPZuuonavbq8dTzDpoxn0mD+qL38ENxn9zBoLmLGffVKGSVGjePrChe0h+buDNsGACN7dTsrlU5237K9DRqNMje5PVxiIuLY8KECfTu3du27d9/rerdY8eOZcaMGYSGhjJ9+nTq1avH5cuX8fT0fOLjCF4vhPMieCzSkx4uoCbJZgp46YmNl0jHAWQZBWbsJCNO9hbcPFX4hroRVCUY75KBz62Fgj5Zx6qv/yAl3fM+ByB7NMCicLNtKVwib/4MunzXll2Ld1KucVn8S2UltiZFxrNx6naSUx2RUVKinET9Xg0fmpNjMpmIuR6Fo5sTDs6OKJQSJ9YdIWx3FH4BSlp/+TYp8cncvRmDs4cz2iQtZqOZAiUK5Fj+SYlL4veZ20mJk7BzMOPiqcLD3xnfUG9CyoXi7pt7N++D6w4jy67Isp42g6s/0yaObbr3IX7SWG7oLOjdvJn7+ad8NmfxM5s/r3i772CWrrLmlehk6/VycHambY9+TzVfzJ1bbFw0j7i4ePSe1vwgR0suzT4zInpR0Xdsm3RhYbbfnQ1GWu46zDBAkxSLS+R1WvbuT8nK1XgSkpOTadmyJaVLl2bMmDG27Zld70eNGsW771p7TixZsoSgoCDWrFmTzdERCHJDOC+Cx0Jpn7tsvb+LlpqdyhJYuZBtW2p0Ig7eLs/NQXkQRqORxZ/vBIV3RsGTTGiolgIl/Lh5JhI7ByXJCXoS4xWYZTWypEGS03lrYN4sQagdNTQemHMpxy3Ak84zcsr0PwyVSkVgseyVPdU71aF6J+vvR/88wuGN8UhSdgdIlv/Fv5Cexj3q4ebtDsDqCVvRp1v7HaVrrT93I+Dy0QT2rUkAUnH1NODu70C5+qUILW/tc5OWrAdUaBy0OWx5FnQbOdYmZpfiFfRKLB+FlixNoDmNO0pH9G7erJr5HR0Hf/HA8VtWLuHmhfN0GTEGB+esiq9ju/7hn7Wr0Hn4g1JjVeAF7OOi6DstZ/81h8QY0nyCSPUqwJ2L5wksWRqlp9UpdaxenaB5czFcvQqVKtH2k9680779E59bSkoKzZo1w9nZmfXr16NWZ/0PCQiw2le6dFbTSI1GQ+HChQkPD3/iYwleP4TzIngs1Bo1H0+qzpKRh7Ntt3dUZnNcgCdS232WqNVqZMnOFlGR5DRajbRWOFV6J09Meik4+schjvyZhiTZIcsWrFGoTDVfDdE37Fg+6hDFqyoILl3A5rg8GGeS4yE5Hm6eu0aFhreo3b4OUdcNgBMefs/v30qbHn345fdNAPx14DAKleq56sAUKVLEtsQB4OHhQXx87vo4mZE+pVKJyZSlkNupUydWrVqVbey4ceMYPdqaeNz1qwkUDinInWjrUmunIcMBmD97Jn0GDAJgzuf9SVLYY3J0BpUTs74cxuSffiEpKSsvpkCBAvTo0QPJZMQuNQkPJw195izI1ValxWqfrFJxM8N5cWvViriFi0g7fJiEFSvx6mWtJFKon7zfVnJyMk2bNkWj0bBx40bs7bM3kaxSpQoajYZLly5Rp461fYHRaOTGjRuEhIQ88fEErx/CeRE8No4eTqhkA6Z7nt79i+a+hJBXVKqpslXw2KmebS+eTG6dvs6Zv88Tc1uLTqfELGuQJWsHaYWcQr9F7Z7LcZ+W66cjyUz27TGjDnYOdigUCiwmM/t/28+ZXfGAK5ePmYDbZP5bkGUTSmUqCqUFkzEzB0FL1ebehJ+LJu6OGbPJg1M7jJzasQ1Jsn4WKjd/dH7M01KiUlXcl/2PRHfrk/s/G357rs5LpqhgZiXEg3hQjsbff/9tc1zq168PWNs7jBkzhsGDB+Pq6sro0aNtjkvx4sVJSkoiOjqavgMH02fAIL4f1Jskj4Bs86Z7+JKm1SIBCqUSs9mMwmLBIzmaXuOnZovK3M+yEUNI8bU6CPbx0dRsNxYAu5AQvAf058bUaVyYPBn7jb8DcP36dcLCwvD09KRgwYLEx8cTHh7OnTvWJadLly4B4O/vj7+/PykpKTRp0oS0tDRWrFhBcnIyyclWPSgfHx+USiWurq706dOHMWPGEBwcTEhICFOnTgWg/VNEeQSvH0/kvMyfP5/58+fbJMnLlCnD6NGjad7cGrqNjo5m+PDhbN26lcTERN58803mzJlDsWLFHjrvb7/9xtdff821a9coUqQIEydO5O23c5eqFuQtnb+tzU9f7sec4cAc2q8jOWYbbw5ogNLu+frCZoOJI/+3n+Q4HUqlAoVKQqVSolBLBJUPJLRuCe7VNnFyhlUj1uLsrqHpZ82yha0zMeqNHFi8G12KHqVagUKlQKGWUKpUGIwGYm+nkJIoYzBpQOFyz54Z3aQz0mkyoz0W7HMc41kxZ84cvvnmG2JjY7FYLIwYMYJJkyZlG7Np0yZ69OhBdHQ0AE5OTozvOwENFVBr4rF3smfRokUMHz6cxMREwPrFPLLdUpztXUm6m8w7n1cDZDSejhQoUID09HQ+fusrqhRtQPn6blRvW5PqbcFkMPHzmA2kJHiy/uD/cejSFrT6FFgos2rVKjp06PDMr8GyyeNI0WSVUupdnm9iZ+Z1hJwduDMZOnQoCQkJNG7cmG3btmV775NPPgFg9erVvP++dSnwxx9/pEePHpQuXZpbt24xc+ZMAKJu32bnryv4N/wWP/y6jtu3b1O6dGnbfprEGCTZ6rggSXw5ahQAv//+O2FhYfj4+TJoxsOVwNPT07lllMFewi4pnoHfTMn2vlePHhy4eZN3J06Emzds5wfQtWtXli5dysaNG/n4449t+3Ts2BGAMWPGMHbsWI4fP87hw9YIbdGi2fuvXb9+ndDQUACmTp2KSqWic+fO6HQ6qlevzo4dO/DweLkeiAQvJ0/0bRMUFMTkyZNtH8hly5bRtm1bTp48SenSpWnXrh1qtZrff/8dV1dXZsyYQaNGjTh//jxOTrmXxR48eJAOHTowYcIE3n77bdavX8/777/Pvn37qF49f3cqfpUwG0ysH/UX6elQrLCGi9ez3jt/RUn08L/o+H3r52rDru93cPG6Crg/cVXm1OlbtAR8Q73hkLVsOCHZuvwRlwjrRv9Oh0k5FWxXDlufoZuSW5dwOyBjCeW+TgaybAHZCJK1/Nu2ZMDz6wydkJBAsWLF6Nq1q+0p9V527NhBmzZtqFq1Kt9//z0BAQHs2rULTbq1KkehkFm0aBG9e/emadOm9O3bF0dHR1YvX40yo2Q2NcFEQFFrN+OKFSvi4uJCenpmBCuVaq2b2I6nslPx0YS3WTvlD9J3pxAaWJAKNcrz8y8//+dz/X3xD1w+eRwHR0fSdDpMGicURgN6V09kh6z/JUpjLsmoL5Dk5GS+//57lEolW7duzeHg6PVW+bgAPz/2/P4HgYUKUaiQdZk1M3KRmbz6Rs2axMTEUKpECVv93uXLlxk3LneRuma1a1D9raz7ceNmuC3yUaJECb788kveey/7Z37xZ59i9AkGi4UAexWO92lqSJJEm2++wdC3L5Gjx6Ddvx8kidDVq3AoXx6Abt260a1btwdek/r16+docZEbarWaadOmMW3a692EU/B0PJHz0rp19i+niRMnMn/+fA4dOoRarebQoUOcPXvWVqf/ww8/4Ovryy+//EKPHrmX/c2cOZPGjRszcuRIAEaOHMnu3buZOXMmv/zyy9Ock+AZYdQb+Wv8Vu7cVSFLYJGsXxpJ13OO1aU/G22PB2E2m7n8L7YQh1I2ArItAoQkEX7iNm8OasjWX7ZkKf1m4BOcu/BRWrodKDJLkTP/4d57LmYk2YBS0oMk4+ouU/OdChR6ozhze21GkrK8GlmWKVT8+UVeRo8ebcuTyM156datG6GhoRw5csS2rX79+hzZeIijm9PQ67z4YnA36tSpw5YtW7LsviFz5bj1X0FwSXcsFgvffPMNFy5cYNUvq3jn3Xcyzs+OG6f+pWStrCRLhUrJ+6Pa8f6odgDs27fvPzkvutRU5n85lGR3f/AJRgu26vx7sY+PwkmtomL9Jy/dfZZkRgm0Wm2u73/xxRcMHz6cN+vXp0uXLphMJn7+2Xp9ZFlm/JcjUKvVmEwmIsLD+bBta46GhRF++zZgdWwm9rVGOeIdrVGmmyeO8Nuufcz7aSU7l/9oqxxKTk5m/4EDeHt78/PPP9OhQweOHTtGpUpZLQKSHDL+DhQKOo1+cMsBdYECBC/+HxF9+qDdvYeElSttzotA8DLw1HF+s9nMmjVr0Gq11KxZ0/aEcW9illKpxM7Ojn379j3QeTl48CBDhgzJtq1p06a2UOqD0Ov1tmMCtjVVwdNh1BvZOf0fTEYLkiSRkmQiPlWNWXLIFnXQoEMv29uUdT00qSgUEg17VnrAzM+Gn/r/hUXK0mLp+UMjlEolBxfs5kSYtc2AfykfzAYTOT7WllQa9muT67wy1qUkB3Uc3ec+foXPyXVHkBTWz7osm1DIaRQMVdDss9yP8yDuXL6Gd2gQdnb/TbPEZDIRERFBw4YN8fb2Jj4+HkdHRwYMGMDEiRM5unkXkfE3SNOl4efnh4uLC1qtFldXVz7rPxRPuQpIDlw6quDg3u8Zt3wcS5YswcfXJ+MczUiSHf/8FMWeVedp0KU8xao+m47gB7ds5ui2P9Gnp6Nz88VyT+diyWTETpuEyqDDIilQyDLuXp50mTorz3VeqlWrhsVi4YsvvnigLV988QUzZswgOjqan376Kcf7eklJeno6yoy8lRW//5HtfUmS6PHVeH6YvwBnpfVzHWeGBg0aULhwYQqPmcj8X1YD4OLqyt/r1mJRqVGYTdir1Wxc+2s258WizPrbWDC0H4PnL3ng+RkjIkgPOwWAwi2nQKJAkJc8sfNy5swZatasSXp6uq0ErnTp0hiNRkJCQhg5ciQLFy7EycmJGTNmEBUVRWRk5APni4qKws/PL9s2Pz8/oqKiHmrHpEmTHhhOFTw5W7/dxo3oe6MGGmsAQpbxd0vD0UmFu58jNfu0xJhm4OLm0xSoFIRnkeffa+bfnedJk7Mclx7Ta9rKsK+eTSbz0dzJ04mTPx+CbNEQIx+Oqf3AuWVJhQQ4Oj5Z5OjQ37dAcke26Ok7v8kjy8LNZjMbZ8xDn2ZNADWmpxMbfhGLKWuZydkrhI9nzngqR+b8+fOAdemobdu2dOrUiSVLljB58mT8/f1x0BTg3+hzAKxbt45u3brRuHFjpk6dyuiJY5g1ZibKqHJYLBamrB5PgwYN6NKlC/v27QOgcrMA7KPiSNd6YTR4Erb1/H9yXqLCb7J65mRSFfYYnd3AxQcyU4osZhwSoun7zXe4urk/9TGeNydPngTgu+++47vvvrNtN5vN2dSRo6KimP3ZADaFncfB2ZlKlSoxbtw4JEnCLvYOsizTq01zigQG8PfhYwT4eLPp8HHi4+NRK5UsmDsPMj4Tyjv/svfAQZYtW2Y7npu3N1y6RlpaGqmyhL1SxZmLlzBaLCTFRHPr2lWCiliX+muVLsHBcxcxOTqT6vrwqrL4n5ZjTkrCLjQULyHhL3jJeGLnpUSJEoSFhZGYmMhvv/1G165d2b17N6VLl+a3336je/fueHp6olQqadSokS2Z92Hcv04sy/IDk+MyGTlypC2RDKyRl+Dg4Cc9HQFgTDNwI0pjWy1Ry+lolGacnaFS8yIUblA623i1ox3l3nv6njVPyqW9N4GsL/SfP/8HAIUkk2p2tNm9YfEN25jMz5BancyOFftoPbg5drmKvFmdDjfvx1/uMZvNmLGK3DnZpzyWns38nj3Qa+8+dExq3E3mdH6XMvXfoVnfTx7bHsBWmhsSEsKGDRsA6NChA/7+/syYMYNV3//CzpPW3IrC/sWo7tSShD0K+r75JZ+e/oDZ/5vHkNYL+HH7OJBMbN68Odv8vgV9KVu9JLt+zsgnijax5tsNpCWbUKolStQIpkrTKo+0Mz4miv9NGI3O3Rdcsx5aJJMRtTYZO0MaHYeOtH3ZvszMnDmT9evXZ9u2Y8cOANq0yR6BGzh9Dh9GxfDL9EmMmjEdgGLFiqF2dKZmzZqcj0/hq7kLGeznR5fmjW3l2E2bN8dip0EyGnBJicVUtCwuLi68805W7X9I8dKw/zBYzHz33XcoFQrUKiUd27+Ha4GCLJ89g6HffY9Go+Gtrj041acbyY7OmBycmd7nY1p/+AnF6+ZUu047cRwA7759UN/3gCkQ5DVP7LzY2dnZEnarVq3K0aNHmTVrFgsXLqRKlSqEhYWRlJSEwWDAx8eH6tWrU7Xqg7/o/P39c0RZYmJickRj7kej0eR52PhVwGww8dPQbSBZE1bb9QilQNXC2ceYzSTduMvtExEk3ElBpVZQrXtt1Jon1394Ghxd7SBLCDQrCmNV/Leu+d/n7GY6vyaTF1HXYc+KPTTqnj0/wmg0kun5+BV50g7IFkCJVu9K6t1knH1y5tSkxiey4ssRaBNuc28VlELliEKhxGzS4xFQDCd3DyLO7bO9nxj94Ejlgyhe3BoFub+6IyQkhAsXLlC5WRV8l1iPEeBeHJPRmqthSAcne3cSMpZdr0edR6tLy/G31bFjR0JDQxnWdCYyLhj1nsTcoyV25I9UTmxZT7F2D6/++b9xo9D5WB8yFEY9muQ4KtSoSbMPP37ofnnF5MmTmTJliq1kOikpidq1a1OhQgVmzZpFREQEmzdv5t9//8UtY2lFqVTy+++/2+ZQKpU27Zd7E1k7vd+eysVL0KH/YIoWLUqBAgVyHL9y2TI4xd6i45ARBBcthkKhoF+/ftjb2zN//nxWrFjB1atXATCYzJQqVYq6desSGBjIlEmT6NqtK37+Acz97FM+m2tVJG75SW/WrP0Nk6MzKf4h/Lx9O2zdilqXSml/X97+fCSGW7fRn78ACgWOb7zx3K6vQPC0/OfaVlmWs+WeALY/4itXrnDs2DEmTJjwwP1r1qzJtm3bsuW9bN26lVq1av1X0wSPwbXt56xy/hkcXH0OVp0jXQ8mk0S6WY1ZUt3nHFgIH7HluVcXZVJnQH0UP+wm9nbGEosMcUkS+gy767fw4MiWO6RZrNETP+9kouPcs80RfTOnRkfU6Zs2J6dwjcd/0lcqldaOzZIDkmTHgZX7aDK4RY5xy774jPSU6GzbGnQdQuUWb1ltunGLjdOnZnNcgsvW5d0vP39sWzJxdnbG2dk5m6AaQEREBJ6enmgcNYz5X3fmBo4k3nCdkjVkXL2dSYhKRvtjEkGe1vPv0WQsyboE2/7RCeH8cfRHGpZvT+Ui9ZFx4UGYjJ6c+OvEA9+fPqAHqRmOi2Q0EKgGp8JFkC0yyUmJL+US0ffff28rKQdrAu2BAwc4cOAAkyZN4sSJE3z99ddUqFCBhIQEatasidlszjaHxWKxVRRl4ujoiF3CXZp1/uaBxy5YsCCffNyN4KJZy3MWi8WWPzh06NB7KsGs/4svXLjAxYsXsVgs7N27l5N7d9OsfUdS3f34Z+1q3nqvAyXeqEkrrZZtv/6Mzt0Xi8YelEqMzm6cStVzZ2BPegwcnnlA9P/+izogu86MQJDXPJHz8uWXX9K8eXOCg4NJSUlh1apV7Nq1y1a5sGbNGnx8fChYsCBnzpxh0KBBtGvXjiZNssr5unTpQoECBWz6FIMGDeLNN99kypQptG3blt9//53t27fb1toFz5eQesVh40Hb6+iU+0o77i0Rli22fJK4NEdWDdlIm68a4Oj14C+0Z4FSqaTugKxuxsY0A4uH7ALJmkBcpm1DyrTN3kRuzy+7MepNXD8Vj17nhZN7ziWjm2HW0IEsy3gUeJSqbHbuVfK9diG7GJ4x3cDy4d9mc1wKlq/PO8MGodfpubDvMOHnLnB2x3qsHS5BobSn9dDRFK364IqOqKgodu/ebXt94cIFVq9eTcGCBalZsyb9+vXju+++o0uXLnTt2pUFCxYQGRnJvHnzAPD096JN2zZs2LCBzWc206JFCyYsG4/RZKBVNesyVWH/MhnXxATIXNVYxc5CfEoQ6lvSduxB/2tKg3Lv0a6GVYX1btJtwu9exmB/A4ADBw4AUKpUKcpnVKkYVFlLc7LajlsASTpICufEhHGMmvb9I676i+d+nZf169fTrl0727b7dV2OHDnCG2+8QXh4OAULFgTIUTbcr/vHzP+/pUTLSu7evoNPgUBkWeavv/7i094DaFGhIfM2/Y9yIQWzOS5du3bl7NmzVKhQAQCdTgdY8xDLly/P+fPnKVWqlG28UqmkZJU3UKWlYnJ05tChQ1Rr3BRXN3cqNmhExQaN0KWm8sOIQaR4Zy25J6odUbq54fRmXbR79hLRqzf+Y0bj8f6TtawQCJ4nT+S8REdH07lzZyIjI3Fzc6N8+fJs2bKFxo2tCpeRkZEMHTqU6OhoAgIC6NKlC19//XW2OcLDw21t2AFq1arFqlWr+Oqrr/j6668pUqQIq1evFhovLwiNkwNVq6o5dszadViDDousQCFZcHGw4BNoT1AZXwpUC8XJx81aETFwM6lmJ+J0zvw+fhedZr2YCEwmdy/exiJZP7p6HFjQewsdR1XFvWBWh9w3O9VDl5rGhYO7kSQIKWutYNm9+B8S76Tg4e/C6eMmJEmNdQnoyfB2SyIu2bpEYpHcmdfrd1QKI0aLEzJqDEkns40PP72LmZ135TKTRKHKDWk1pN8jE3VXrVqVLUL5+++/8/vvv1OkSBGuXr3KlClTiImJYeXKlSxfvhx7e3tGjhxJv35ZTf7Wr19Ps2bNmDVrFjNmzMDZ2Zl58+ZRs2h1DqzLik75BGnp8PXb7NvnxKw/oNZ7Ibzd2qqcm56aTv+FJtyCDdR5zx1DupHx369m044/bfvPnj2b2bNnU69ePXbtsp63u4Md8alJyEolMhKyUonFzurQmBxy14HKbyQlJSFJEu7u7tm2zxjQG1m20H7Y15w4dwF3d3dcPb24dvYMJ86eIT4+nqFDhlK3aHvW7rMuOY2ZPsO2f3JyMmvWrGH69Ok5jlmyZEmKFi1K7969mTZtGl5eXmzYsIFt27axadMmdDeucCYqFqOzG4u/HsbQ2f+z7bt43EhSvDL6UFksaFISaPTPbq4fO4XPwIEoNBpStm0navQYlG7uuDZtkuP4AkFeIMmPoyaUD0hOTrZJeLu65q7pIXgwt45ew6A1ULh+qUeONeqNrP58C0lGJ5Blqr1hxxvdcyb8PS3pSWlsGPsP6XqJOm+HElg5JEd0Z37vrTYHBlmmeafAbLZbLBbm9/0LJAdkWY9CTsciuWTTZclElo30X9j0ie08tuYAh//J2YJAlmVMul1YjNeRLWlk9hHKjgK1xpXGvQZQqk7eO+qJMQmsHJ3lcHn4J/DB2Hef+3F/GDmEGI0byvQ0vp783aN3yENyi7zcS3p6OnXq1EFOSeK95k2QJQVIEkZHF46cDGPbtm0YjUa8vb3p1KkThRUmBs/8gdWrV/Pxxx+j1xtwtnejZIEqHLmyjZMnT1KxYkUAFi1axODBg20Pjvdz5coVRowYwb59+0hNTaVo0aJ8/vnndO7cmfWL5nLqVjQolDjE3mb43Czn5Zvhn2NycEaTeJfOA4bgIym49Wl/DNczxJwUCshY8gr4ZgLu94neCQTPgqf5/ha9jQQABFUr8thj1Ro17b6qy7LRx0BScPSokdNH/6TRB0UIfbPkoyd4BKtG7kBrsT6J//1bDKyNpn4Lj2xLQ64aPYkG68e32ht2OZyuxOgEWxKyhAlZ4caD6tcU8tOp4lZtXwuF4ggHtiYhSUqw6NCo0ihczo0LpxoADQAoWDCFOp/UIjUhCaVKiV/hgi+84/ajUKqUyLIxIxIFvsEvRtcjXasFjRuKPFbK/a8YjUY6duyIyWSi+Tvvob8v4blcuXIULlyY1NRUDhw4wNo1azhyIIzQ0FBu3rxpG5ecFs+RK1lLUevWrWPhwoUcP34cnU7H9evXbQ5NJteuXeOLL75g37596PV6WrZsyZw5c/Dz82PW0L4kuPqBQonCoKdM1WrZ9jWrrXYW8PezVXgV+m0t8cuWkbD6V0wZxRTO9erh2ubJNIwEgudJzsdQgeAxcPZz5/3BpXFRaUGW0ePAnytv8/PAP0gMj/1Pc2vN95UtSxLn9tzOtindkPXRzS3qo9KosnINpKwlCcmSQlBgEoWL6Og1ozbFSujpNObNp7a18rtv0H9hYz5d0JBPF7Wkxw/tadi3CbIlK4n95k1nPPx9CC5VlMBihV6442KxWLh+6hpXj10m/k4sFpM5xxgXT1feHVYWldpaonvxiJk7V249V7uiwm9izLhFCnMeOS8mPSxpCT82gZsHch+TEmX9eQBGo5H333+f69ev888//2Sr1HKMiUATH4NHSiyfD+xPJQ9nutSvRWxsLP/s2srRo0epVLIWkiShkBQo7okMVq1alRkzZlC7dm0mT56c67G1Wi1NmjRBkiR27NjB/v37MRgMtG7dmhXTvrU6Lhm8WbUKrbr1sr3+5fspyKpMZzUr50Xh6Ih3374U3bmDort3UXTPboIXLkBhl5vUgECQN4jIi+Cp8SkVSJe5gVzefIpdv9/GKNmTYHBi5cRTqDGgUpjRqGTsHcDRWUVQaZ/H0ocpX0bB6fPZt91NdSAxPNaW1xISqubSDet7CTdi8AjNXup8dfOFbFpBmY6Mp4eBtqOzutY2GfJoHaKn4ePJtVj6pVUnQ5Ik/p6xmaZDc1YkPW9MBhM/frbhnq7Qt5CkJDp/0xAXr+zRlYCiBeg6uRX/9/kWwJVT/5wjsFjQM7fpzOEDbPnpR6uarpc1F0mW8igSFXUGbmYUByxtBXU/g4AKkHwb4v+Fazsh9lLW+FvHgXa2l5mOy5UrV3i7ekXmzJpprYrPcFCVCiVfzP7BNn7gjDkYDAYmLl+NLJlRy068Xbk/zct9gmeAEyfjNrFjxw4iIyNtuX9BQUG2Zrj3s3//fm7cuMHJkydt4fYlS5bg6enJrgBvgipZy5zL+XpQ/x3rkk9ibCxLJowixdkT1BrskuJo9uHYHHNLkiT0XQQvLcJ5EfxnireoQPEWFdg3byenTxuRJRVGNBhl0BkBI5AM/95Jxmw6RMWONbLtnxqdyMH/O4JHoBOVPqqBLtVAjuaLkoINkw/R7YdWAFRoW5ZLsy4C8PuUI3Sbb91uTDOwdOh2DBndnR2lNLrOaY5CZZVff1FRDydPt2xii17BedMpNyU++R7HxYosu/HTqOMolYm4eoOjmxqlUkFyXDppyTKy7MnVO6dZcXg13cd/TGRkZK65HhcuXGD48OHs3r0bi8VCmTJl+PXXX21VNmBt/zFq1CgOHz6MSqXE29mJjl26os4omf7ll1+IiooiTatlzqq1NGrUiClTphAYGMgLITFryQbZDHuy592kGmSuxmcldF//Yyphdd7F09OTwMBA3nvvPU6cOMGmTZv4eeECzGnWCiAHBweUSiWxiYlMmjSJJk2a4OPjw+3bt5kyZQoODg60aNGCxKg0PF38sHdW89HENyhQoD8ff/wx06ZNo0iRIgQFPdx51Ov1SJKULdpjb2+PQqHgVnQMQRkaSOcj7nC9f3dkWULn5o3Fw1r6rNTrqJdRcCEQ5CeE8yJ4ZtT5tAHVtDpOrTpGYrQWbZIJnU5Gb5RswnIx/yayashGvP3sqTekAWu++IuEdCeQVHBTz+GDu7nfcXFTa0kyOKK1OLJrxjbqD23M5rnHsXXsuyeZ5ejSAzbHRSUbePvLGihUGU/BL3C5xqrrkaGiZ0nn4qE4zPq9VP/o2SU2Pw4e/vc7LjJgQZKUmM3uJERDgq0aOEvvJ92YStU3qjCs6TDefTdn4u61a9eoU6cO3bt3Z9y4cbi5uXHhwoVsvc0OHjxIs2bNGDlyJHPmzGHZt2O5YZSQMvrrOMTdoWKhgvhXKEmXz0eiN1n4/PPPee+992yl1s+dxAylvfIdwCMUdk/J9vaxJC8aLLxhez10qx62VqJr166MHTuWjRs3AuTIQ+natSuhoaEY/IJZunA+k7/9lrT0dJw0GkIKFuTD9u/y4zdjKVqkHFCC9FQjvyxfQ2JiIu+9995jd1quUaMGTk5ODB8+nG+//RZZlhk+fDgWi4WQClXwM6YQI9lj1jiQqslaGpJMRhwSo3m370CKlBENFwX5D1FtJHjuGPVGFg3am2O7PbpsAnm54W6npeP3LVg99E8S9M4gy6gwYsrsGi3LlC8r4R7oimeIJwdXnyM6xQk70vlkXtMcDsuePXuYOnUqx48fzxFRMBqNfPXVV9kUUxs1asTkyZNtkYAbN25QqFChXG399ddfad/euiS1b/c+enw4iPC7l5AkBRULvck7Nfvg4ZRGpwmtcHB3zHWO58H8T9dhMbvbXpeuBaXqlCRs2xliI1JIis1ycAqV11OghD+h5Qrh5mvdJ7cqm44dO6JWq1m+fPkDj1ujRg0aN25sE6n8ecZkLidnVWeV8nSmw8DsgnwbN26kXbt26PV61OoXoOC8pGXWstHj8vEWCKmZ61uzBg8g0ckFWaXK1mProZjN2GmT+H3XYXwL+PLHH3/kGJL5ubu3AimTrVu30rdvX65fv45CoaBTp06cP3+e6tWr88MPP3By7262r/oJg4MrsiRhr0umw+AvsmnICAR5iag2EryUqDVq7Ei3RUQyyXRcnBRpdJr6Ftf+uYiTtzM+pQJx9Miu+/HO+EasHL6TdMkB072RGUni9DngXDKQ1aRRrch9iUir1VKhQgU+/vjjHBGFtLS0HIqpgwcPpk2bNhw7dgyA4OBgIiMjOXjwID/88AOnT58mJiYGe3t7Wx+vmzdv0rhZY5SoMJkN2KkcOH1jH0lpsfRt/i1LvthKv0XtqF+/fjbRObD2I1q1alW2bX/++Sfjx4/n9OnTODk58eabb7Ju3brHuvYAfee9Q+TVW6yfdhwZF84fgFJ1oFnvpvw25XeS7smv3vb3CQ7M30j43XCioqNy9O4ZO3Ysv/zyC5cvX8be3p7NmzcjyzLFihVj5MiRtGvXjmvXrjFgwAAOHz5MWFgY8+fPR5IkSpcuTY0iwTgULIpOp2PGotX0+trq2LRp04bx48ezcuVKatWq9WIcF8jdcWk8Hkq1hsjTcHypNZHXfI+K+EOckkEz5wBw9/Ydbly4wOEtf5AoKTE5WUv9JZMJh4RIkEHn4YestgOlkhiLgqNhR1k/Zv0D534QTZo04dq1a8TGxqJSqXB3d8ff39/mZFeqW49Kdes98bwCwcuMcF4EL4SeC1pwZs1Rws/d5UakxtZuIMRHR6sJ1nyV0m0qPXB/ezdHui9oyb+7LnBh5/X7OmDnxN0tZ2G0bDBQPT6eqoGBcNvaLCll+3bIiCi4ubnlUEydM2dONsVUpVKJv78/9vb2VK9enb59+/Luu+9Su3ZtnJ2tarQbNmzAYrGwZNn/qFSpEn8v/IvJS2dzLvwwd5Nu4+eaFXXp2bMn48ePt712cMgeifrtt9/o2bMn3377LQ0bNkSWZc6cOfPQc8+NgKJB1GgXxcEN1h5Gv313EYXiEGazyz2dH9LQGxV4qItRvnwjFm/7Nsc8xYsXZ8KECXTo0AFJkihWrBhnz56lSZMmvPPOO2zevJlPP/3U1iTV3t6e4OBgDAYDLiqJ6T+tom/fvvz95yYUKjVbtmxh3rx5rFy5khUrVlCjRg02bdr0xOf3TKj7Gbz5BagzPluehaFMO2vvrKQICD8Magco+GhdHp8CgfgUCKRaI2sriJuXLmMxq0iKucWmPzdgUWuytdwIO3kCXx8fWrZs+dTme3tbk9l37NhBTExMjuaQAsGrhHBeBC+Mcu2rUa497Jm5g3MXjHg6Gmg+9skqcArXL0Xh+qX4c8zmHA5M9Rp2FK5blPQkHYGVcy7tRE+dRsJ9yxyp+/c/9HgPUkxt3rw5zZs35/hxa0VRo0ZZTR8VCgW+vr507NgRgNBvQjh9JoEft4/n1I29rD+4yDbW0dERf3//XI9tMpkYNGgQU6dOpXv37rbtJUqUeKjND6Jys6qkJe/l1I5EwAmLxd32/Vm+gYoyb9bk14l6yti+nHM6Lx988AGH9+wCoF27dixYsAA3NzdqVq9OyZBg+vTuTXhEBHUrV2A3UL5MaTq8VZf+E76jQZm2eHl5sX//fq5cv8GhQ4eoXr06xYoVo02bNnTo0AGDwUCXLl3YtGnTIzvLPxPGZqgK59Lc04YkgXtB689TElLCukQzZd63mHyyJ+HKssypkyfp3e9TVKrs/5Lj4+MJDw/nzh2rs33pkrXyyd/f3/a5WbJkCaVKlcLHx4eDBw8yaNAghgwZ8tSfE4EgPyB0XgQvnDcHN6TvwqZ0+L71UyfRFqqS1SiuaLCBlp2DqNqtDp5F/AmsXAiLXo/28BHiFi/m7uzZhPfqld1xyViWUDg+WJY+PT2dESNG8MEHHzxwHXbxIqtaaWZXZ4CGDRsSFRXF1KlTMRgM3Dh/jZ1nrcs8ekNytv1XrlyJt7c3ZcqU4fPPPyclJcX23okTJ7h9+zYKhYJKlSoREBBA8+bNOXfu3GNepZzUeb8uny5oTWBRrW2bt28sVSoF4Oaoovecd1Br4rOugdZaPaNNTmbqp90ZP3IEm7b9g0KhIDL8Jp2aN8bezo6wzevwCAxCm2YV/HP2s+YIefv5c8esQpIkzsYk4uPjQ0xMDG5ubrYWIN7e3rz//vu4ubnxwQcfsHnzZg4dOvTU5/hUPGdHKT09nbFjx6LLcFwkk5GCMTq8oqKJOnGYxJRUPvnkkxz7bdy4kUqVKtkiMh07dqRSpUosWLDANubSpUu0a9eOUqVKMX78eEaNGvXYCb8CQX5FRF4E+ZJ/j94BHFDJBpqOagZYn2BjvpuKdt8+DOHhyPd1O8/E6c26ONeuDd26ofTMvYQ5UzFVa9DS5asuxOni8HLI3rzx9rnrLFu6AoAtC88SudUdRymNyvV9GP3xl0yfPp2RI0eiVCrRKB1RKe2wU7uyefIftBjRmg8//JBChQrh7+/P2bNnGTlyJKdOnbItXWV2iB47diwzZswgNDSU6dOnU69ePS5fvoynZ/ZKoieh5YCmbPvfdrykNNz/N4mbv2Yk0qrVVPYvydHQbgDsWXUEgD82/UHJ0tamjdcuX0aWZXbtP4CLiwsfdemCwbcA8fEH8fb2JjU5iVN7d+Hi6MDd27e4desWsiyTkpJCXFwcTkoJR1/fHDb5+voSExMDkKNTfX5nyZiR4JClq+MUG0mLEp/i8mYQjpV9WfgA56lbt25069btoXNPnjz5gSJ2AsGrinBeBPmS2zEKkMDLxWjblrx5M/FLltheq3x8cKhcGaWrC7LBiHO9N9GULIldaCgx06wN7lT3LQfBPcJj164g9ZH47PBncBgaBjekpGdJLPt0cKYcR67swGDK/iWbJjuyb6cWT0U9Jr5djUbDyvLpwP6EHTxLanoyXi7+uPlakzd79uxp269s2bIUK1aMqlWrcuLECSpXrpxRbg2jRo2yJRcvWbKEoKAg1qxZQ+/evZ/6+tlp7GhYryA32rcnW7mh0YhTxBmKJlmF1aJiUwFISEomKioKN0MaoaGhNG/enC1btuDp7MTqVauo9sYbXLp0iW6dP+K7yZMZPHQoKWk69h05Ss0a1fHzdCc6Ipy4hEQ+GDiQTZs2ceTIEY4cOUKdOnXw8PBAq9Xy66+/UqRIEWrWzL2aJz8y9dMeaL0L2F47xN6h77jvcfJ7MS0YBIJXEbFsJMh3RJ8OxyRZRbmKVvUBQH/tGtETrTkari1aUHjznxTds5ugWTMJmDCBwCmTcW3RAk3hwkgKBaZoq7iJ0s0929z3KqYu/m0xSuesZa0dETv44dQPJJ83gqTkwMW/KJdbyWyG+oDWZEfbhp0IO3iOGiVboVbaUTaoCLU/qZ/reVWuXBm1Ws2VK1cACAiwLo2VLl3aNkaj0VC4cGHCw8Of8Kplx6LXc6N9ltKw81tvEbrqFwr/uQmnem9yK+osAOsPLQas5bgLFy4k2qLAKyWGeqEBTJs8GbWTM6laLSePH+fbUSOZPOlbWrdty7Vr17h79y6jR48m4tZtouMTUTk6sWPnTsqUKUN0dDQODg6sW7eOt956ixIlShAZGUloaCi7d+/OJrqWn9m0dJHVcZEk7OOjeb9lM4bPXSQcF4HgPyIiL4J8hzY+K19DqVYhm83829JasSRpNARMnvTAPiypqalcvXqVOxes/Qdu6dMJCwvLVTH1TvodjInWyM4v7X9hc/hmkg3JyMVMXJq/nmuRp+nbbARh17Nr2EhYCLu+lp1nDpOkjaVmyeZsPLKYtm/0oGwFnwee17lz5zAajTanpUqVKmg0Gi5dukSdOnUAq3N148YNQkJCnvLqZdhoZ4dDxYrowsKs1+Wff0j95x/b+zUcrVVPPZuMo0KhOqSrLvDZ3E9zzDNk2DCKFi3KRx99xIixY7O95+3tzbhx46hXrx6NGjXi77//pkSJEnh5eZGUlIROp2PHjh0AHD58mBo1arBgwQIKFCiQ4zj5lathx8E9AGV6GiNmz89rcwSCVwbhvAjyHR6hXkAkAJGXYvGbOdP2nqzXY05MRJFLTgXAsWPHaNCgge31l4sX8+XixY9UTP3T+0+++vAr2+uBawaiclOxpfpq2AIJybe4dfcyjvZuuDl5s/bgbySmxKNQKDlyZRvtqnWhevHy1Opp1du4du0aK1eupEWLFnh7e3P+/Hk+++wzKlWqRO3atQFwdXWlT58+jBkzhuDgYEJCQpg6dSqATQzvaZEkiZBffub47xf5d8VfFIrZg138LYyGFMINBuQMLZO4lChuxV7F6H0NrVbLxIkTadOmDVFXLnJk1z9EWlTcunWL9u3bo9fr0Wg0j6x+KVWqFM2aNaNnz54sXLgQgF69etGqVatXrkLG3S+ARD2Y7R0ZO3YsBZVGPvl6Yl6bJRDke4TCriDfcXXbWf7+zZrY+fHEasiXzhD+SVYpsUvjxphTU/Dq3gPnOrVzqOquW7eOUmPGIhsMFNm+DYO7OyNGjGDDhg3ExcURGhrKgAED2BG0g0sJ1tLUD0p+wMjqI5FlmRYtWrBly5ZcbXO2d0Nv1GF8QJfknTt3Ur9+fSIiIvjoo484e/YsqampBAcH07JlS8aMGZMtEddoNDJy5EiWL1+OTqejevXqzJw5kzJlyvzn67j8qwMkx6Zn23Yt/BDf/zUqx9gKFSrSqlVLNq5aya278SRrtTg4OFCgQAEaVq6AX6EiyEoVCpOR44cPcfjcBeLj4wkNDaVPnz4MGTIkW+lzfHw8AwcOtDmLbdq0Ye7cuTlK0vM7er2eKWNHY9Fk6PeYzdQtX5q32nfKW8MEgpeIp/n+Fs6LIN9xefMptm2MA6BieQW1+9UH4FrTZhhu3sw2tuSZ02zZvp39+/dTuXJl3n33XdYuX07pb6xPvyVOn6L3p5+yc+dOFi9eTGhoKFu3bqVPvz4EfxqMa2XrZ2nn+zvxdvDm+++/Z8vWLWzdspXh84bzp9OfADirnWl8sTFXd9whOiWJgxf/YurHG9E4xNHj+/8WJXle3L6UwIbvT+bYLssWwIwkqZExkeh1GpM69d4BjywtrhzsT5vufZ6xxfkTvV7P3M8+JcXbWiZtHx/FiNkLHrGXQPD68DTf3yJhV5DvKN6iAq4qa95L2CkTt45eA8B/3FicMxRNM5HUapq99RbjR47knXfeAcCcmAiA0tMThZ0dBw8epGvXrtSvX5/Q0FB69epF8dLF0V23apyoJBVxujgOHTvE2MljiWgeAcAvF3+xHadhwYaMHz+eumXeJ9AzSyCv3Jsvb/5GgRIedPz6DQqUyCoXV9rJFK2kQJKsOjh2dsl8NfFznGIjsnaUJJTpVj0XTUI0zrG3CDSn4WdItm2/cPL4izuRlxyNRsNncxfjEHsbgHRPf84ffcE6NgLBK4bIeRHkS96d0JAlIw+DpOD3H2/yvpsjPjVqIJvNpG63Jp6qAgII/+QTdGGnsBgMONWuBUD8Cqs2izojMbROnTps3LiRTz75hMDAQHbt2sXt67fZMHsDS9OWEnY3jHfWvsO1cdfw6+iH0s1agRTiGkK7Mu1oV6wdhd0KA1C2jIoDl7PsPLpFx51T63l77Nsv6tI8EV4FnGk3pBJ6nYkbp66wfck1roVltS/wK2RVMe49cTrzv7Q2UfQPDqbr2O9ynW9a/x6k2jtitnt4w83XknuC3FtXLqV0tRp5aIxAkL8RzosgX+Lo4ZRt+WLt9DNUrX6NQiWyFHNNkZGYIiNtr7W79wBgjLiFIiAA3yGDAZg9ezY9e/YkKCgIlUqFQqFg8eLFvFX/LSqlV6LrX13ZP3s/jkUdCaoRxIz6M6hBDYZWHUq7qu2y2VV3YEOOpYTx2wHra0mSuBPlhj5Zh8b15f1Ct5j0/LPsMkguIKejcdLyRqtilG/YEABXN3eGz1v8yHnMWO+HZDY+YuTrx3v9BrJ8jVVpWat8NUrBBYK8QjgvgnxLycJmLl63foQtkoojRwwcOaxH8+ZUKut34GOfhqZUSZxr10bh4oJ2/wHo0R3nem9S6Lup2AVZIy+zZ8/m0KFDbNy4kZCQEPbs2UO/fv0ICAigUaNGtDe159C1Q7Se25pBpfqj22TN/9g+/xiRf1mjFErMeLmaqPVReTwKeGLnoMJBdRedyVoavWPhPzQf1ioPrtKjMRlMrJqwGVn2ArR8NKEubr7uTzeXvbU5pZ1FOC/3U6RMeRx+mI3OJwjplcg0FAjyDuG8CPItbw1vQuUbMeycf4T4JAm9rAFJgV5y5IhdY959MxHvDzraqlzsS5aEHt3xeP99m+Oi0+n48ssvWb9+va1/TPny5QkLC2PKpMmEyH78Mfd34iLiWNZuGctYZjv+D9smUcR/E4PbzMCCiqgUDet+uMrpa2Egy3Sc0JIlI63y+tev5l59lJfoUtPYu2o/106kYLF4IcsWarTxf2rHJebOLYyOVvXgwmUqPENLXx0sqoyeWqaX7/MgEOQnhPMiyNd4hPryzpSsiMb5jSfZ/UcMZqWGK7N/xnTxPAETJjxwf6PRiNFoRKHIyl3/d9cFrh64RXRyIlt/u0vlkE4Ub39P92vZwrdre/HJW91pXLseIQVUxIancCtGiVmyI81shyHdzMlVx5BlE5KkQpafrgHls+bm2euc2n6OuDs60pKcQLIH3JFlI5WbOFO1ZbWnnjvh7l3IuI5xUXeekcWvDjcunkfvZo3EeXu6560xAkE+RzgvgleK0m0qcXTjWlLxJM6rDB5r1nJ79a9oP/oQtzZtALh+/bpNVbdgwYLUq1ePYcOG4eDggPGqlp9W7ObA5Z28U7MvyDJuDm4Eumjw9VNRqkFhgmsV5VtVL1p92oJ27drZjh0eHs4/8/8mISUai2xh0z/WzF0ftwJo1C6sGrcON19H3P1cCSjqT2DxAtjZv7jchw0z/uDWJQckyRFwxJqekkpwSSVvflALd9/cm1Q+LiUqVMJu6f9hcPPitknBtlUraNzxo2dh+itBUlyczbkrVKZ8HlsjEORvhM6L4JVj26StXL6pwl53lzeOTeJESjzdIiJyjOvatStLly4lKiqKkSNHsnXrVu5Gx+Lp4kedEs34avAnlGtfDaUyZ9REkiTWr1+fzXnp1q0by5YtyzF2YOvpFA+smGO7LFuQJC0aBwOh5Tyo27EuGsfn48z8/b+tXD1ufVZRa+LxLaihYJkAyjeqiEr17J5hzh89xLq1azE5OGMfHy0k8e9j4rChGJ1ccYqNYNjcH/PaHIHgpUCI1AnnRQAk305gxbgjyAo1ksWExpCIrHFCrbLg5AjV3ylJcM1iOfYzG0wsGLAbJIm6DZ0p//4b/9mWq0cuEnEpkrQkHclx6aQlmTGkKzGbnWxaKlloCS6poHGPBjg4O+Y639NgsVhY8OlGZNkV/0IpvDu87TObOzcWjPqMKLU192Vw//64e3s/1+PlJ77r34M07yCUOi0Dhg0X10YgQDgvwnkR2Ng/fxdnjmsxq3IpT5ZlVBgI8LJQ9b3SBFa2isqdWHGIg/vSQJbp9X1d1I65N3d8FlgsFmLDY7h96RY3z0Zy+wpAZpm3ljda+lCt9bPRATnw235ObtMjy0a6Ta6Fs4fLM5n3QSTGxjJz7lwAKvh78XafAc/1ePmJvX9sYMeRY8hKFd7aOPpPnZPXJgkEec7TfH+LnBfBK0ntvvWpYTYTceAqN4/fIiVejzbVTIJWjVmyw4SGiHiIWHQdpXwJe6UJrdkeJAWOCt1zdVwAFAoFvqH++Ib6U6kp6NP07P55D1eOpQNOHN6UTGDxCAqUCM62X+TV2xxaf5y7twyo1DL+hZ2p/V7NB1YIHd10mBNbk5EkDV6B2ufuuADZoglK9f3Rpdebuq3bsX/bFtI9/dGm6/PaHIEg3yKcF8Eri1KpJLRuCULrZu9UfGXbGc7tuElUvAqzZIdZskNrsbMmsMoWmvYu98Jt1ThqaNKjMXU7prFsxF+YTR4c23zK5rxYLBZWfr2O5DhPwKqlYtTD9dPw76kj2DsmoVSDQSdhNln/rGVZATgjSRpUqgTeeYE6M5LRgKy2I/bOrWc2p8lkYuzYsaxcuZKoqCgCAgLo1q0bX331la1aLLe8o+rVq3PoUJYcf+/evdm+fTt37tzB2dmZWrVqMWXKFEqWLPnAY9/f3PP+fKcnwV4J6YDByf2p9hcIBMJ5EbyGFGtcjmKNrQ7KnRPXObbuPOk6Cz6B9lT7qBrOfu55ZpuDsyM+wSqirkPkNT261DQUCiWrv/mDlHhrt2mlKoGQMk4Y0k3cuWLEYnFDr/MCXc75ZNmMV2AKrQc2eW7JwLmhSk/DqLYjPiry0YMfkylTpjB37lyKFy+OVqvl+vXrTJo0CTc3NwYNGgTAvn37cuxnMpmyvS5YsCCBgYEkJCSQlpbG0aNHadSoETdv3rQlZyckJGTrel2lShUqV67Mxx9/zLvvvvufzsNitgAgWSz/aR6B4HVGOC+C15rAyoVoU7nQowe+QCo1Lcvm+Vcxmzz4v892YJVj9USWLZSsDo0+yfrytFgsXD16mavHr2Mxybh4OeLqbY3MmEwWilQqjGfgi08KtdOnYHRxR+fiRWJs7DNJTD148CDVq1fHz88Pi8XC3bt3SU9PZ/369TbnBcDX15dTp04BMGzYMFasWMHMmTMZPHgwWq2WxYsXo1AocHV1JSoqivj4ePR6PadOnaJy5coAfPDBB1y5coXixYtz4cIF9uzZw7Vr1xg7duwD7Vs18ztuXPsXk4MzJkfrPbCPi0IjWXByc8do0JOmTSXNzQ8AdVrSf74mAsHriugqLRC8ZBSuWISabT0BLUiOgBPIabzR0plGnzTKNlahUFC8ekla9GtOq4EtqPdhfSo1rUqlplWp1vKNPHFcAJp17g5mE2Z7RxaM/4qIq5cfvdMjqFOnDpcuXaJu3bo0a9bMtr1KlSrZxsXHx1O+fHkqV67M5s2b8fPzs723f/9+wsPDKVOmDHPmzOHo0aM0adIEgAEDrInFFy5cYMuWLcTExFC1alWOHz/OokWLCA8Pf2DU5fvBvbkYn0K6l7/NcQFI9/InyTOQO0pH7jp4oPUORlbboUxPo1bTlv/5mggErysi8iIQvIRUaVGNMvXSObvrDGnJOqq2aICjm9Ojd3xJKFe9FltXLiHFswDpnv4sXfwjzumJdB83BVc396eac/jw4SQlJdG7d+9s2jt169a1/V6gQAEiIyMxGAzExcXh4uJCcnKybelIr9cjSRKNGjWiU6dOaLVaSpSw5kQdOnQIk8nEwYMHcXBwwMHBgXnz5qFQKChRogSDBg1i69atOeyaNPhT9O4BAKhTk3AypWE2mUm3d0Fp0GHSOGFRqZEsZhQmI3b6FDoOHk5w0eJPdR0EAoFwXgSClxZ7J/v/JNef13w2+3/M+bw/8RpXzPYOJNk7MGvyJOyTYwksXAQAQ7oOBycXnN3dUds54B8SSoXadXOdb/Xq1axYsYKff/6ZMmXKUL68VaV2x44dtuTZfv364ejoyIQJE6hQoQIHDhzg/PnznDlzBoAaNWrg5OTEhQsXOHDgAJGRkfTp0wcAtVqNSqUiKioKZ2dn7OzssrWN8PLyIjU1NYddener5L8qLZW+XwzH09f/2VxAgUDwQMSykUAgeG4MmDaXNs2a4nj3FpLJhFnjgNYnmCspBq6kGLhpVHIxMY1jN+5w8PI11m/dzrdDBjD/y8/Q67OXEg8bNowRI0bQsWNHypXLqghbt26d7fcOHTpw9uxZ3N3dWbRoEdu3bwfg3LlzAPj4+LBmzRq2bt1KxYoVadmypW3ZKSAgwDaPk5MTUVFRTJ06FYPBQEJCArGxsQ89V39HtXBcBIIXhIi8CASC50qluvWoVLcel04e448f56O3d8Vk7wiyjCTLyAoFskIBSKBQYHDzIhr4bvRX6Cy3SXXS06fDl6SlpWWLhGRiuadq5/jx48yaNYsTJ04gSRJ2dla9HrPZbBvTpEkTrl27RmxsLGlpabz33nsAVK1aFQB/f38SEhJYtmwZQ4cOZeTIkSiVSiRJwtXVleTkZNtcyUmJYDGDQomHcFwEghfGEzkv8+fPZ/78+dy4cQOAMmXKMHr0aJo3bw5AamoqI0aMYMOGDcTFxREaGsrAgQPp27fvA+dcunQpH3/8cY7tOp0Oe3v7JzFPIBC8xJSoVJUSj+jns3r2NG5cuYLOw5d/fWI55mNd7tl5pBvlyhZn4sSJFCxYkDJlytj2qVHDqkScmprK559/TnR0NMHBWfo4AGFhYYSGhrJjxw5Wr15NkyZNcHBwoEOHDkRk9L0aMmQIADVr1iQpKYmTJ08SFRVFdHQ0x48fp2XLlrZoUGZzz91rfwaVI5jNNP6w6zO8WgKB4GE80bJRUFAQkydP5tixYxw7doyGDRvStm1bW0h2yJAhbNmyhRUrVnDhwgWGDBnCgAED+P333x86r6urK5GRkdl+hOMiELx+dBj4OcPnLKRVw/o43BPhAIjplERIQW969OiRTVCuZs2ahIeHo9PpuHbtGi4uLigUCjw8PPDw8ECSJAYPHszff/+Nvb09v/zyC40aNaJs2bJcvHgRnU5Ht27dqFWrFgClSpXC3t6en376iUOHDnH9+nV69OiRzZahQ4dSqVIlfvptAwB7tm/jjerWfBoPDw8aNWrE4cOHs+3Tu3dvihQpgoODAz4+PrRt25aLFy9mGzNx4kRq1aqFo6Mj7u7uz+iqCgSvHk/kvLRu3ZoWLVpQvHhxihe3PgU5Ozvb1CsPHjxI165dqV+/PqGhofTq1YsKFSpw7Nixh84rSRL+/v7ZfgQCwetL1fpvMW/c2mzblA5KeMOBqKiobPkwX3zxBf379ychIcHmeEiShJOTE23atCEwMJCQkBBKlChBYGAgjRo1QqvVAtYHspEjR9K6dWsaN25MQEAAkiSxaNEiChYsSKNGjWjUqJHteJlVTuXLl+fQoUO0fdtaOl3AzQmNRkNaWhqJiYn8888/1KhRg7fffttmZ5UqVWjYsCGlS5cmJSWFzZs306RJk2xLWgaDgfbt2z80Wi0QCP5Dwq7ZbGbVqlVotVpq1qwJWHUYNm7cyO3bt5FlmZ07d3L58mWaNm360LlSU1MJCQkhKCiIVq1acfLkyac1SyAQvCJIksT+TvvxMmSVRb/t14SN45bnGPvHH3/w7bff8vfffxMTE4PBYODmzZssXboUlSr76nibNm0wGo3IssyNGzcYN24c7777Ltu3b2fMmDEAuLi4UKpUKTQaDUajEWdnZ7744gsuX7bq1fj6+tKkSRNS9AYAPvjwQzw8POjZsyeRkZG2cd26dbMdt1evXgQGBvLRRx/x6aef4uDgQEREhG0ZHmDcuHEMGTIkW0KyQCDIyRMn7J45c4aaNWuSnp6Os7Mz69evp3Tp0gDMnj2bnj17EhQUhEqlQqFQsHjxYurUqfPA+UqWLMnSpUspV64cycnJzJo1i9q1a3Pq1CmKFSv2wP30en22p6/k+0LMAoEg/+Nq58qYwK/55+QRlCZ79LKKBG0EYfv2PLCk+n7udQ4A6tevjyzLDxyfGfX46aefHjjm448/Zvv27UTfvUthFxccnKydcB0dHfH09GTFihW4ublRu3btbPuNGzcOgIULF6LX6ylUqJAtP0cgEDw+Txx5KVGiBGFhYRw6dIi+ffvStWtXzp8/D1idl0OHDrFx40aOHz/O9OnT6devn61cMTdq1KjBRx99RIUKFahbty6//vorxYsXZ86ch7eKz+xpkvkj/gEIBK8mDVq+S/sGrXDWmTBKZv511rN+y1YmD+jNxh8X5IlNW7duxd7ODn9/fySjgcpvNSIuLo5Zs2ah0WgYOXIkrVq1QqPJ3k/qhx9+wNnZmT59+mAymdi2bZutIkogEDw+kvywR5DHoFGjRhQpUoSZM2fi5ubG+vXradkyS/a6R48e3Lp1iy1btjz2nD179uTWrVv89ddfDxyTW+QlODiYpKQkXF1dn+5kBALBS0vMnVssnzSWNEcPzA5ZasPq1CQC3Bz55OuJ3Lh4Hr1eT4kKlZ76OJIk5do1etOmTXTs2BGtVounpyftmzfDv2gxnO9G8Pm8H5k7dy4uLi6oVCoWL17Mvn37qFWrFrt377bNkZSURExMDP/3f//HtGnTKF++PPv3789RoLB06VIGDx5MYmLiU5+HQJBfSE5Oxs3N7Ym+v/+zzossy+j1eoxGI0ajMYcOg1KpzKbD8DjzhYWFPXLNV6PR5HiqEQgEry6+gUF8Nmcxer2eH8cMJ9FgweDqidHZjXAzjP9yJBY7DVgsVD99kuadP3mmx2/QoAFhYWEUK1aMkAKBrP5zMz169KB6DevSUP/+/W1jP/zwQ4KDg9mzZw8nTpywNXzMjBSXKFECJycnLl68yPr16+nUqdMztVUgeNV5Iuflyy+/pHnz5gQHB5OSksKqVavYtWsXW7ZswdXVlXr16jFs2DAcHBwICQlh9+7d/PTTT8yYMcM2R5cuXShQoACTJk0CrGvANWrUoFixYiQnJzN79mzCwsKYN2/esz1TgUDwSqDRaOg3eSYAfy77H6dPnkTv7mt1XAAUCtx9/lvFYmZAeu2yeVw+dhhnHy8Gjv6eokWLAlA6tCA3b9/h1OGDTJ06Ndc5MtsLXLlyxea85Hac+5WEBQLBo3ki5yU6OprOnTsTGRmJm5sb5cuXZ8uWLTRu3BiAVatWMXLkSD788EPi4+MJCQlh4sSJtt4hAOHh4dmiM4mJifTq1YuoqCjc3NyoVKkSe/bs4Y033nhGpygQCF5VWnbtScuusG3VCo4dOoDe3RelTkvNZi2ear45s4cDsHrlSk4fO4qstgOvwkSlGxjY8V0sauvyzl29CZPJhGQxodVqmThxIm3atCEgIIC4uDh++OEHIiIisFgsBAQE8O+//9rE8Xx8fLh69SparRZXV1datMiyNTw8nPj4eMLDwzGbzYSFhQFQtGhRnJ2dc9grELyu/Oecl5eFp1kzEwgE+Z8bF8+zet4sdF7W3kSaxLuMnPnwyO26uRu5cvkMFikVtTmeNKORSKMF2c6ehQsX0qRJEwoVKmTrLr1p0yZbc8d7adOmDatXr6ZNmzYcOnQInU6Hh4cHhQsXJjo6Gg8PD44ePUp0dDQ9evTgyJEjJCUl4ejoSFpaGmvWrCE0NNTmnHTr1o1ly5blOM7OnTupX7/+M7leAsHLxtN8fwvnRSAQ5GsWjPqMKLWL7bVkNFDE3YmPho1Cr9dzeMufeAcGUqhUWdbMnUF0RDhan6Bsc9y4cSNXp6FsqWDea9iUX7f8w62oaLS6dFycHKlRqzbjJ0ygWjVr1++IiAg++ugjzp49S2pqKsHBwbRs2ZIxY8bg6elpm084JwJBToTzIpwXgeC1IzE2ljnTvsNs75i1UZZRpqdhtrMHpfLBOwMqbQrq9BQc7NQ06tiZ0tVqPGeLBQLBveRJtZFAIBDkJe7e3vQeOJCtK5dx91Y4OoUdBjevbOXUNsxm7LRJqPVaChQuSachnyMppBdvtEAg+E+IyItAIHjl+HHcKLRJCfiFFiYlPo6Eu3dx9fDg7X6D8A0MevQEAoHghSEiLwKBQAB0HzMxr00QCATPkaduzCgQCAQCgUCQFwjnRSAQCAQCQb5COC8CgUAgEAjyFcJ5EQgEAoFAkK8QzotAIBAIBIJ8hXBeBAKBQCAQ5CuE8yIQCAQCgSBfIZwXgUAgEAgE+QrhvAgEAoFAIMhXCOdFIBAIBAJBvkI4LwKBQCAQCPIVwnkRCAQCgUCQrxDOi0AgEAgEgnzFK9NVWpZlwNpaWyAQCAQCQf4g83s783v8cXhlnJeUlBQAgoOD89gSgUAgEAgET0pKSgpubm6PNVaSn8TVeYmxWCzcuXMHFxcXUlJSCA4OJiIiAldX17w2TZALycnJ4h695Ih79PIj7tHLj7hHj0aWZVJSUggMDESheLxsllcm8qJQKAgKCgJAkiQAXF1dxYflJUfco5cfcY9efsQ9evkR9+jhPG7EJRORsCsQCAQCgSBfIZwXgUAgEAgE+YpX0nnRaDSMGTMGjUaT16YIHoC4Ry8/4h69/Ih79PIj7tHz4ZVJ2BUIBAKBQPB68EpGXgQCgUAgELy6COdFIBAIBAJBvkI4LwKBQCAQCPIVwnkRCAQCgUCQr3jlnJfLly/Ttm1bvL29cXV1pXbt2uzcuTPbGEmScvwsWLAgjyx+/Xice5RJXFwcQUFBSJJEYmLiizX0NeZR9yguLo5mzZoRGBiIRqMhODiY/v37i95iL5BH3aNTp07RqVMngoODcXBwoFSpUsyaNSsPLX79eJz/dYMGDaJKlSpoNBoqVqyYN4bmQ14556Vly5aYTCZ27NjB8ePHqVixIq1atSIqKirbuCVLlhAZGWn76dq1ax5Z/PrxuPcIoHv37pQvXz4PrHy9edQ9UigUtG3blo0bN3L58mWWLl3K9u3b6dOnTx5b/vrwqHt0/PhxfHx8WLFiBefOnWPUqFGMHDmSuXPn5rHlrw+P879OlmU++eQTOnTokIeW5kPkV4i7d+/KgLxnzx7btuTkZBmQt2/fbtsGyOvXr88DCwWPe49kWZZ/+OEHuV69evI///wjA3JCQsILtvb15Enu0b3MmjVLDgoKehEmvvY87T3q16+f3KBBgxdh4mvPk96jMWPGyBUqVHiBFuZvXqnIi5eXF6VKleKnn35Cq9ViMplYuHAhfn5+VKlSJdvY/v374+3tTbVq1ViwYAEWiyWPrH69eNx7dP78ecaPH89PP/302I26BM+GJ/k7yuTOnTusW7eOevXqvWBrX0+e5h4BJCUl4enp+QItfX152nskeEzy2nt61ty6dUuuUqWKLEmSrFQq5cDAQPnkyZPZxkyYMEE+cOCAfPLkSXnatGmyo6OjPGHChLwx+DXkUfcoPT1dLl++vLx8+XJZlmV5586dIvLygnmcvyNZluWOHTvKDg4OMiC3bt1a1ul0L97Y15THvUeZHDhwQFar1fLWrVtfnJGvOU9yj0Tk5cnIF4+0Y8eOzTXJ9t6fY8eOIcsy/fr1w9fXl71793LkyBHatm1Lq1atiIyMtM331VdfUbNmTSpWrMhnn33G+PHjmTp1ah6eYf7nWd6jkSNHUqpUKT766KM8PqtXi2f9dwTw/fffc+LECTZs2MC1a9cYOnRoHp3dq8HzuEcA586do23btowePZrGjRvnwZm9OjyveyR4MvJFe4DY2FhiY2MfOiY0NJT9+/fTpEkTEhISsrUeL1asGN27d2fEiBG57rt//37q1KlDVFQUfn5+z9T214VneY8qVqzImTNnkCQJsCa0WSwWlEolo0aNYty4cc/1XF5Vnvff0b59+6hbty537twhICDgmdr+uvA87tH58+dp0KABPXr0YOLEic/N9teF5/V3NHbsWDZs2EBYWNjzMPuVQ5XXBjwO3t7eeHt7P3JcWloaQI4cCYVC8dCclpMnT2Jvb4+7u/t/svN15lneo99++w2dTmd77+jRo3zyySfs3buXIkWKPEOrXy+e999R5nOQXq//D1a+3jzre3Tu3DkaNmxI165dhePyjHjef0eCxyNfOC+PS82aNfHw8KBr166MHj0aBwcH/ve//3H9+nVatmwJwB9//EFUVBQ1a9bEwcGBnTt3MmrUKHr16iW6fr4AHuce3e+gZD7llCpVSjiYL4DHuUebN28mOjqaatWq4ezszPnz5/niiy+oXbs2oaGheXsCrwGPc4/OnTtHgwYNaNKkCUOHDrWV5yqVSnx8fPLS/NeCx7lHAFevXiU1NZWoqCh0Op0t8lK6dGns7OzyyPp8QJ5l2zwnjh49Kjdp0kT29PSUXVxc5Bo1asibN2+2vf/XX3/JFStWlJ2dnWVHR0e5bNmy8syZM2Wj0ZiHVr9ePOoe3Y9I2H3xPOoe7dixQ65Zs6bs5uYm29vby8WKFZOHDx8u7tEL5FH3aMyYMTKQ4yckJCTvjH7NeJz/dfXq1cv1Pl2/fj1vjM4n5IucF4FAIBAIBIJM8kW1kUAgEAgEAkEmwnkRCAQCgUCQrxDOi0AgEAgEgnyFcF4EAoFAIBDkK4TzIhAIBAKBIF8hnBeBQCAQCAT5CuG8CAQCgUAgyFcI50UgEAgEAkG+QjgvAoFAIBAI8hXCeREIBAKBQJCvEM6LQCAQCASCfIVwXgQCgUAgEOQr/h9RRLtKFSLxtAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "COIs that are surrounded by a COI that's no larger than a district will be absorbed into that muni\n",
      "muni 83 5460.0 is surrounded by muni 186 34843.0\n",
      "muni 238 1137.0 is surrounded by muni 630 94326.0\n",
      "muni 313 1037.0 is surrounded by muni 1062 67545.0\n",
      "muni 327 3296.0 is surrounded by muni 804 116539.0\n",
      "muni 374 1300.0 is surrounded by muni 72 11220.0\n",
      "muni 388 43.0 is surrounded by muni 508 61858.0\n",
      "muni 405 3393.0 is surrounded by muni 470 26113.0\n",
      "muni 414 1216.0 is surrounded by muni 804 119835.0\n",
      "muni 446 1112.0 is surrounded by muni 473 27101.0\n",
      "muni 456 2041.0 is surrounded by muni 1062 68582.0\n",
      "muni 478 1296.0 is surrounded by muni 53 6986.0\n",
      "muni 518 773.0 is surrounded by muni 691 256186.0\n",
      "muni 585 1197.0 is surrounded by muni 101 23540.0\n",
      "muni 588 801.0 is surrounded by muni 816 38127.0\n",
      "muni 611 2868.0 is surrounded by muni 85 14846.0\n",
      "muni 613 842.0 is surrounded by muni 23 5818.0\n",
      "muni 619 1402.0 is surrounded by muni 1786 339264.0\n",
      "muni 678 1495.0 is surrounded by muni 840 20159.0\n",
      "muni 679 1790.0 is surrounded by muni 680 19860.0\n",
      "muni 705 887.0 is surrounded by muni 73 19824.0\n",
      "muni 719 1164.0 is surrounded by muni 1499 161359.0\n",
      "muni 737 1343.0 is surrounded by muni 111 85362.0\n",
      "muni 772 975.0 is surrounded by muni 1694 22578.0\n",
      "muni 785 556.0 is surrounded by muni 125 9958.0\n",
      "muni 800 2285.0 is surrounded by muni 1069 123687.0\n",
      "muni 803 1518.0 is surrounded by muni 1786 339264.0\n",
      "muni 858 703.0 is surrounded by muni 511 11910.0\n",
      "muni 868 673.0 is surrounded by muni 190 14896.0\n",
      "muni 887 636.0 is surrounded by muni 580 35647.0\n",
      "muni 892 2761.0 is surrounded by muni 958 130675.0\n",
      "muni 911 592.0 is surrounded by muni 223 30807.0\n",
      "muni 913 6063.0 is surrounded by muni 1786 339264.0\n",
      "muni 931 927.0 is surrounded by muni 136 88764.0\n",
      "muni 978 2827.0 is surrounded by muni 1499 161359.0\n",
      "muni 995 1299.0 is surrounded by muni 1786 339264.0\n",
      "muni 1004 1186.0 is surrounded by muni 795 62147.0\n",
      "muni 1012 906.0 is surrounded by muni 1634 11883.0\n",
      "muni 1026 864.0 is surrounded by muni 360 14087.0\n",
      "muni 1027 3124.0 is surrounded by muni 795 63333.0\n",
      "muni 1034 773.0 is surrounded by muni 0 216020.0\n",
      "muni 1084 728.0 is surrounded by muni 538 2951.0\n",
      "muni 1126 1662.0 is surrounded by muni 1499 161359.0\n",
      "muni 1132 873.0 is surrounded by muni 27 146767.0\n",
      "muni 1143 657.0 is surrounded by muni 690 25166.0\n",
      "muni 1157 3325.0 is surrounded by muni 795 66457.0\n",
      "muni 1197 650.0 is surrounded by muni 0 216020.0\n",
      "muni 1200 858.0 is surrounded by muni 0 216020.0\n",
      "muni 1221 3549.0 is surrounded by muni 981 144768.0\n",
      "muni 1234 1122.0 is surrounded by muni 1499 161359.0\n",
      "muni 1238 606.0 is surrounded by muni 326 21586.0\n",
      "muni 1244 760.0 is surrounded by muni 1069 125972.0\n",
      "muni 1254 1303.0 is surrounded by muni 1629 9803.0\n",
      "muni 1256 1589.0 is surrounded by muni 1199 157730.0\n",
      "muni 1269 862.0 is surrounded by muni 195 8793.0\n",
      "muni 1273 989.0 is surrounded by muni 78 13996.0\n",
      "muni 1278 1693.0 is surrounded by muni 27 146767.0\n",
      "muni 1279 989.0 is surrounded by muni 1199 157730.0\n",
      "muni 1290 876.0 is surrounded by muni 133 19630.0\n",
      "muni 1315 575.0 is surrounded by muni 816 38928.0\n",
      "muni 1321 2424.0 is surrounded by muni 1520 20874.0\n",
      "muni 1331 758.0 is surrounded by muni 1499 161359.0\n",
      "muni 1351 487.0 is surrounded by muni 1499 161359.0\n",
      "muni 1377 2343.0 is surrounded by muni 1376 120929.0\n",
      "muni 1378 1489.0 is surrounded by muni 691 256186.0\n",
      "muni 1385 867.0 is surrounded by muni 958 130675.0\n",
      "muni 1390 669.0 is surrounded by muni 1664 49198.0\n",
      "muni 1429 930.0 is surrounded by muni 1499 161359.0\n",
      "muni 1435 1190.0 is surrounded by muni 58 20631.0\n",
      "muni 1480 1126.0 is surrounded by muni 691 256186.0\n",
      "muni 1501 1831.0 is surrounded by muni 352 19167.0\n",
      "muni 1527 2172.0 is surrounded by muni 1069 125972.0\n",
      "muni 1540 566.0 is surrounded by muni 257 4084.0\n",
      "muni 1545 783.0 is surrounded by muni 848 7180.0\n",
      "muni 1551 587.0 is surrounded by muni 528 14866.0\n",
      "muni 1561 803.0 is surrounded by muni 79 20539.0\n",
      "muni 1566 4523.0 is surrounded by muni 136 89691.0\n",
      "muni 1575 842.0 is surrounded by muni 253 54851.0\n",
      "muni 1581 1275.0 is surrounded by muni 1786 339264.0\n",
      "muni 1590 764.0 is surrounded by muni 853 3388.0\n",
      "muni 1591 939.0 is surrounded by muni 816 39503.0\n",
      "muni 1601 1962.0 is surrounded by muni 132 12632.0\n",
      "muni 1607 6053.0 is surrounded by muni 1786 339264.0\n",
      "muni 1633 1732.0 is surrounded by muni 294 103391.0\n",
      "muni 1663 987.0 is surrounded by muni 1664 49867.0\n",
      "muni 1695 815.0 is surrounded by muni 630 95463.0\n",
      "muni 1704 1185.0 is surrounded by muni 154 4702.0\n",
      "muni 1759 3207.0 is surrounded by muni 958 130675.0\n",
      "muni 1769 1313.0 is surrounded by muni 508 61901.0\n",
      "muni 1784 2044.0 is surrounded by muni 1786 339264.0\n",
      "muni 1819 854.0 is surrounded by muni 691 256186.0\n",
      "muni 1825 1345.0 is surrounded by muni 1069 125972.0\n",
      "muni 1830 2142.0 is surrounded by muni 127 16262.0\n",
      "muni 1841 1251.0 is surrounded by muni 1199 157730.0\n",
      "I emptied 60 munis that were surrounded by a COI with pop < 125145\n"
     ]
    }
   ],
   "source": [
    "print(\"looking for munis / COIs with one neighbor\")\n",
    "surroundedList = list()\n",
    "surroundingList = list()\n",
    "for m in range(nMunis):\n",
    "    if len(neighborList[m]) < 2:\n",
    "        plotPoly(muniGeom[m])\n",
    "        plotCenter(m, muniGeom[m])\n",
    "        for mm in neighborList[m]:\n",
    "            plotPoly(muniGeom[mm])\n",
    "            plotCenter(mm+0.1,muniGeom[mm])\n",
    "        littleRatio = muniPop[m]/avgDistrictPop\n",
    "        bigRatio = muniPop[mm]/avgDistrictPop\n",
    "        #print(\"COI / aDP for surrounded and surrounding\",r3(littleRatio), r3(bigRatio))\n",
    "plt.show()\n",
    "\n",
    "print(\"COIs that are surrounded by a COI that's no larger than a district will be absorbed into that muni\")\n",
    "swallowedMuni = [0]*nMunis\n",
    "for m in range(nMunis):\n",
    "    if len(neighborList[m])  == 1:\n",
    "        nL = neighborList[m]\n",
    "        mm = nL[0]\n",
    "        print(\"muni\",m,muniPop[m],\"is surrounded by muni\",mm,muniPop[mm])\n",
    "        if muniPop[mm] < 1.05 * avgDistrictPop:  #big muni's will be broken up later, so they cannot \"surround\" anything\n",
    "            muniPop[mm] = muniPop[mm] + muniPop[m]\n",
    "            muniPop[m] = 0.\n",
    "            muniGeom[mm] = muniGeom[mm].union(muniGeom[m])\n",
    "            for tt in muniTractList[m]:\n",
    "                tractMuniNo[tt] = mm  #correctly added 12/14/22  - these tracts now \"belong\" to surrounding muni\n",
    "            muniTractList[mm] = muniTractList[mm] + muniTractList[m]\n",
    "            muniTractList[m] = list()\n",
    "            neighborList[m] = list()\n",
    "            neighborList[mm].remove(m)\n",
    "            swallowedMuni[m] = 1\n",
    "            surroundedList.append(m)\n",
    "            surroundingList.append(mm)  #there can be duplicates in this list\n",
    "print(\"I emptied\",np.sum(swallowedMuni),\"munis that were surrounded by a COI with pop <\",int(1.05*avgDistrictPop))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 306,
   "id": "87e81b84-dc2f-47a7-a420-23f999d01500",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "with swallowed muni's, let's re-ID the no-split and big munis\n",
      "804 is a school district that forms a whole legislative district w pop 121051.0\n",
      "1376 is a school district that forms a whole legislative district w pop 123272.0\n",
      "the big COIs are [0, 27, 40, 691, 958, 981, 1069, 1199, 1499, 1786] . Their size vs. district Pop are...\n",
      "0 216020.0 1.812\n",
      "27 146767.0 1.231\n",
      "40 152597.0 1.28\n",
      "691 256186.0 2.149\n",
      "958 130675.0 1.096\n",
      "981 144768.0 1.215\n",
      "1069 125972.0 1.057\n",
      "1199 157730.0 1.323\n",
      "1499 161359.0 1.354\n",
      "1786 339264.0 2.847\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prior to surround operation, was [0, 27, 40, 691, 958, 981, 1199, 1499, 1786]\n",
      "the big COIs are [0, 27, 40, 691, 958, 981, 1069, 1199, 1499, 1786] Their size vs. district Pop are...\n",
      "0 216020.0 1.812\n",
      "27 146767.0 1.231\n",
      "40 152597.0 1.28\n",
      "691 256186.0 2.149\n",
      "958 130675.0 1.096\n",
      "981 144768.0 1.215\n",
      "1069 125972.0 1.057\n",
      "1199 157730.0 1.323\n",
      "1499 161359.0 1.354\n",
      "1786 339264.0 2.847\n",
      "here are the no-split COIs - 0.5 - 1.05 of a legislative district\n",
      "[111, 136, 294, 399, 508, 630, 795, 804, 1014, 1062, 1339, 1376, 1589]\n",
      "previous list of no-splits were   [111, 136, 294, 399, 508, 630, 795, 804, 1014, 1062, 1069, 1339, 1376, 1589]\n",
      "here are the whole COIs - 0.95 - 1.05 of a legislative district\n",
      "[804, 1376]\n",
      "previous list of no-splits were   [804, 1069, 1376]\n"
     ]
    }
   ],
   "source": [
    "oldBigMuniList = bigMuniList.copy()\n",
    "oldWholeMuniList = wholeMuniList.copy()\n",
    "oldNoSplitMuniList = noSplitMuniList.copy()\n",
    "print(\"with swallowed muni's, let's re-ID the no-split and big munis\")\n",
    "isWholeMuni = [False]*nMunis\n",
    "wholeMuniList = list()\n",
    "isBigMuni = [False]*nMunis\n",
    "bigMuniList = list()\n",
    "noSplitMuni = [False]*nMunis\n",
    "noSplitMuniList = list()\n",
    "\n",
    "muniCP = [Point(0.,0.)]*nMunis  #each school district's geometrical center point\n",
    "for m in range(nMunis):\n",
    "    muniCP[m] = muniGeom[m].centroid\n",
    "\n",
    "for m in range(nMunis):\n",
    "    if muniPop[m] > 0.5*avgDistrictPop:\n",
    "        if muniPop[m] < 1.05 * avgDistrictPop:\n",
    "            noSplitMuni[m] = True\n",
    "            noSplitMuniList.append(m)\n",
    "        if muniPop[m] > 0.95 * avgDistrictPop and muniPop[m] < 1.05 * avgDistrictPop:\n",
    "            isWholeMuni[m] = True\n",
    "            wholeMuniList.append(m)\n",
    "            print(m,\"is a school district that forms a whole legislative district w pop\",muniPop[m])\n",
    "        if muniPop[m] > 1.05*avgDistrictPop:\n",
    "            isBigMuni[m] = True\n",
    "            bigMuniList.append(m)\n",
    "            plotPoly(muniGeom[m])\n",
    "            plotCenter(m,schoolGeom[m])\n",
    "plotPoly(countyMAP)\n",
    "print(\"the big COIs are\",bigMuniList,\". Their size vs. district Pop are...\")\n",
    "for s in bigMuniList:\n",
    "    print(s,muniPop[s],r3(muniPop[s]/avgDistrictPop))\n",
    "plt.show()\n",
    "\n",
    "print(\"prior to surround operation, was\",oldBigMuniList)\n",
    "print(\"the big COIs are\",bigMuniList,\"Their size vs. district Pop are...\")\n",
    "for s in bigMuniList:\n",
    "    print(s,muniPop[s],r3(muniPop[s]/avgDistrictPop))\n",
    "#plt.show()\n",
    "\n",
    "print(\"here are the no-split COIs - 0.5 - 1.05 of a legislative district\")\n",
    "print(noSplitMuniList)\n",
    "print(\"previous list of no-splits were  \",oldNoSplitMuniList)\n",
    "print(\"here are the whole COIs - 0.95 - 1.05 of a legislative district\")\n",
    "print(wholeMuniList)\n",
    "print(\"previous list of no-splits were  \",oldWholeMuniList)\n",
    "#plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 209,
   "id": "b51e0a24-4754-4701-a644-9d5370f58869",
   "metadata": {},
   "outputs": [],
   "source": [
    "#This block: apply \"municipality\" split restrictions per Ohio Article XI.3 (after any surround ops)\n",
    "minFracDistrict = [1.]*nMunis  #for most muni's, the minimum fraction of a muni's pop in a drawn district is the full pop \n",
    "keepWholeMuni = [0]*nMunis\n",
    "\n",
    "for m in range(nMunis):\n",
    "    if muniPop[m] > 0.5 * avgDistrictPop and muniPop[m] < 1.05*avgDistrictPop :\n",
    "        keepWholeMuni[m] = 1  #for this HD code, we simplify Article XI to force no splits of cities in this pop range\n",
    "    if muniPop[m] > 1.05 * avgDistrictPop:\n",
    "        minFracDistrict[m] = 0.2 #default floor on sliver of big city pop used as fraction of district pop\n",
    "        #if muniPop[m] < 1.9*avgDistrictPop:\n",
    "        #    minFracDistrict[m] = muniPop[m]/avgDistrictPop - int(muniPop[m]/avgDistrictPop)\n",
    "            # if <2 full districts, normally shouldn't split into three, but these COI's are pretty irregular\n",
    "            \n",
    "\n",
    "minMuniPop = [0.]*nMunis  #minimum pop of a muni drawn into a district.  For big muni's, this is < full muni\n",
    "for m in range(nMunis):\n",
    "    minMuniPop[m] = muniPop[m]\n",
    "    if isBigSD[m] :  #isBigMuni[m]:\n",
    "        minMuniPop[m] = minFracDistrict[m]*avgDistrictPop"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 242,
   "id": "afc20434-a117-493c-a417-8d7d0415e397",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.0 124514.0\n"
     ]
    }
   ],
   "source": [
    "print(np.min(minMuniPop),np.max(minMuniPop))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 210,
   "id": "aad1fcca-c944-4d26-a854-9ce55ecb0de3",
   "metadata": {},
   "outputs": [],
   "source": [
    "tractCPlist = [tractGeom[t].centroid for t in range(nTracts)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "id": "89c93225-a1ff-40ce-a1ba-b01ea522b494",
   "metadata": {},
   "outputs": [],
   "source": [
    "# this function snaps a wedge of a big muni to take a number of whole muni tracts to meet a targetPop\n",
    "\n",
    "def circleSnap(T,GUESSEDR, TARGETPOP, TOLERPOP, allowedTractList,TCPLIST, TRACTPOP) :  \n",
    "    SNAPPEDHDTRACTLIST = list()\n",
    "    snappedPop = 0.          # ... of permissible tracts in an HD1 shape expanded or contracted to meet a target pop\n",
    "    Rratio = 1.0  #maybe first time is the charm ...\n",
    "    HDpolly = TCPLIST[T].buffer(GUESSEDR) #seeding this loop's expanded or contracted HD1 polygon shape           \n",
    "    if HDpolly.contains(TCPLIST[tt]):\n",
    "        snappedPop += TRACTPOP[tt]\n",
    "        SNAPPEDHDTRACTLIST.append(tt)\n",
    "    stepSize = 0.5\n",
    "    snapLoopNo = 0\n",
    "    maxSnapLoopNo = 15\n",
    "    while abs(snappedPop - TARGETPOP) > TOLERPOP and snapLoopNo < maxSnapLoopNo:\n",
    "        SNAPPEDHDTRACTLIST = list()\n",
    "        #dr = 1.0  # COMMENT THIS BACK OUT LATER ************\n",
    "        if snapLoopNo > 0:  #we don't start bisecting until after the first loop\n",
    "            dr = stepSize * np.sign(TARGETPOP - snappedPop)\n",
    "            Rratio = max( 0.5 * Rratio, Rratio + dr)\n",
    "            stepSize = stepSize * 0.5       \n",
    "        snappedPop = 0.  #reset this loop's county pop ensnared in the HDpolly\n",
    "        HDpolly = TCPLIST[T].buffer(GUESSEDR*Rratio) #seeding this loop's expanded or contracted HD1 polygon shape            \n",
    "        for tt in allowedTractList:\n",
    "            if HDpolly.contains(TCPLIST[tt]):\n",
    "                snappedPop += TRACTPOP[tt]\n",
    "                SNAPPEDHDTRACTLIST.append(tt)\n",
    "        snapLoopNo +=1\n",
    "        if snapLoopNo > maxSnapLoopNo - 2:\n",
    "            print(T,snapLoopNo, snappedPop,TARGETPOP,\"t,bigMuni circleSnap loop, snapped, target\")\n",
    "    if snapLoopNo == maxSnapLoopNo:\n",
    "        print(\"Somehow, we did not converge snapping HD\",T,\"to whole tracts. Final pop vs targetPop =\",r3(snappedPop),\"vs\",r3(TARGETPOP) )\n",
    "    return SNAPPEDHDTRACTLIST, snappedPop\n",
    " \n",
    "def isContiguous(TRACTLIST, NEIGHBORLIST):  #this function checks for contiguity\n",
    "    listLENGTH = len(TRACTLIST)\n",
    "    wasCounted = [0]*len(NEIGHBORLIST)\n",
    "    currentList = [TRACTLIST[0]]\n",
    "    countedThisRound = 1\n",
    "    wasCounted[TRACTLIST[0]] = 1\n",
    "    while np.sum(wasCounted) < listLENGTH and countedThisRound > 0:\n",
    "        countedThisRound = 0\n",
    "        newList = []\n",
    "        for T in currentList:\n",
    "            for TT in NEIGHBORLIST[T]:\n",
    "                if wasCounted[TT] == 0 and TT in TRACTLIST:\n",
    "                    countedThisRound += 1\n",
    "                    wasCounted[TT] = 1\n",
    "                    newList.append(TT)\n",
    "        currentList = newList\n",
    "    contiguity = False\n",
    "    if np.sum(wasCounted) == listLENGTH :\n",
    "        contiguity = True\n",
    "    if np.sum(wasCounted) > listLENGTH:\n",
    "        print(\"uh oh!  somehow we overcounted tractlist neighbors\")\n",
    "    return contiguity\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 308,
   "id": "46da2404-1906-4225-9666-f34eb4a5c437",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Making sure we don't have any more more surrounded or lonely COIs, unless surrounded by biggie\n"
     ]
    }
   ],
   "source": [
    "print(\"Making sure we don't have any more more surrounded or lonely COIs, unless surrounded by biggie\")\n",
    "for m in range(nMunis):\n",
    "    if len(neighborList[m]) == 0 and muniPop[m] > 0:\n",
    "        print(\"muni\",m,\"with pop\",muniPop[m],\"has no neighbors!\")\n",
    "    if len(neighborList[m]) == 1 and muniPop[m] > 0:\n",
    "           if muniPop[neighborList[m][0]] < avgDistrictPop :\n",
    "                print(m,\"has only one neighbor with pop\",muniPop[neighborList[m][0]] )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 431,
   "id": "8d9cb975-e1d0-4e81-879d-1833c0d4635f",
   "metadata": {},
   "outputs": [],
   "source": [
    "#new 12/28/22 - fold some semi-surrounded mini-COIs into their protectors\n",
    "foldList = [[465,1208,1137],[1393, 1609], [434,32] ]\n",
    "bigList = [1095, 248, 294]\n",
    "\n",
    "for i,foldGroup in enumerate(foldList):\n",
    "    mm = bigList[i]  #receiving big Muni\n",
    "    for m in foldGroup:\n",
    "        muniPop[mm] = muniPop[mm] + muniPop[m]\n",
    "        muniPop[m] = 0.\n",
    "        muniGeom[mm] = muniGeom[mm].union(muniGeom[m])\n",
    "        for tt in muniTractList[m]:\n",
    "            tractMuniNo[tt] = mm  #correctly added 12/14/22  - these tracts now \"belong\" to surrounding muni\n",
    "        muniTractList[mm] = muniTractList[mm] + muniTractList[m]\n",
    "        muniTractList[m] = list()\n",
    "        neighborList[m] = list()\n",
    "        neighborList[mm].remove(m)\n",
    "        swallowedMuni[m] = 1\n",
    "        surroundedList.append(m)\n",
    "        surroundingList.append(mm)  #there can be duplicates in this list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 309,
   "id": "f5b82480-96f2-4a90-a889-37597ec66aa1",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "For 1850 COIs, we will simplify by not enforcing any no-split on COIs > 1.05 districtPops\n",
      "(They neighbor COIs of similar demographics.) Each of these large COIs will be divided into individual munis.\n",
      "The code will be taken from OH_Congr_multisnap's approach for Columbus\n",
      "We will now split up muni 0 with pop 216020.0  =  1.812 of a district that had 141 blockgroups in it\n",
      "140 new 'munis' to be added\n",
      "Here are the individual block groups of the newly splintered big muni 0\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "we are now up to 1990 total munis\n",
      "We will now split up muni 27 with pop 146767.0  =  1.231 of a district that had 116 blockgroups in it\n",
      "115 new 'munis' to be added\n",
      "Here are the individual block groups of the newly splintered big muni 27\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "we are now up to 2105 total munis\n",
      "We will now split up muni 40 with pop 152597.0  =  1.28 of a district that had 94 blockgroups in it\n",
      "93 new 'munis' to be added\n",
      "Here are the individual block groups of the newly splintered big muni 40\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "we are now up to 2198 total munis\n",
      "We will now split up muni 691 with pop 256186.0  =  2.149 of a district that had 194 blockgroups in it\n",
      "193 new 'munis' to be added\n",
      "Here are the individual block groups of the newly splintered big muni 691\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "we are now up to 2391 total munis\n",
      "We will now split up muni 958 with pop 130675.0  =  1.096 of a district that had 125 blockgroups in it\n",
      "124 new 'munis' to be added\n",
      "Here are the individual block groups of the newly splintered big muni 958\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "we are now up to 2515 total munis\n",
      "We will now split up muni 981 with pop 144768.0  =  1.215 of a district that had 110 blockgroups in it\n",
      "109 new 'munis' to be added\n",
      "Here are the individual block groups of the newly splintered big muni 981\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "we are now up to 2624 total munis\n",
      "We will now split up muni 1069 with pop 125972.0  =  1.057 of a district that had 96 blockgroups in it\n",
      "95 new 'munis' to be added\n",
      "Here are the individual block groups of the newly splintered big muni 1069\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "we are now up to 2719 total munis\n",
      "We will now split up muni 1199 with pop 157730.0  =  1.323 of a district that had 110 blockgroups in it\n",
      "109 new 'munis' to be added\n",
      "Here are the individual block groups of the newly splintered big muni 1199\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "we are now up to 2828 total munis\n",
      "We will now split up muni 1499 with pop 161359.0  =  1.354 of a district that had 143 blockgroups in it\n",
      "142 new 'munis' to be added\n",
      "Here are the individual block groups of the newly splintered big muni 1499\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "we are now up to 2970 total munis\n",
      "We will now split up muni 1786 with pop 339264.0  =  2.847 of a district that had 225 blockgroups in it\n",
      "224 new 'munis' to be added\n",
      "Here are the individual block groups of the newly splintered big muni 1786\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "we are now up to 3194 total munis\n",
      "all done.  Now have 3194 total munis.  Biggest muni now has pop of 123272.0\n",
      "I added 1344 new munis / COIs\n"
     ]
    }
   ],
   "source": [
    "print(\"For 1850 COIs, we will simplify by not enforcing any no-split on COIs > 1.05 districtPops\")\n",
    "print(\"(They neighbor COIs of similar demographics.) Each of these large COIs will be divided into individual munis.\")\n",
    "print(\"The code will be taken from OH_Congr_multisnap's approach for Columbus\")\n",
    "totalMuniAdds = 0\n",
    "old_nMunis = nMunis\n",
    "for m in range(old_nMunis):\n",
    "    if isBigMuni[m]:\n",
    "        print(\"We will now split up muni\",m,\"with pop\",muniPop[m],\" = \",r3(muniPop[m]/avgDistrictPop),\"of a district\",\n",
    "             \"that had\",len(muniTractList[m]),\"blockgroups in it\")\n",
    "        #c = muniCountyNo[m]\n",
    "        bigMuniTractList = muniTractList[m].copy()\n",
    "        nBigMuniBGs = len(muniTractList[m])\n",
    "        totalMuniAdds += nBigMuniBGs - 1\n",
    "        isBigMuni[m] = False\n",
    "        oldNeighborList = neighborList[m].copy()\n",
    "        neighborList[m] = list()  #will rebuild below for each sub-muni\n",
    "        mT0 = bigMuniTractList[0]  #0th tract in bigMuni's muniTractList will take place of existing bigMuni\n",
    "        for mm in neighborList[m].copy():\n",
    "            neighborList[mm].remove(m)\n",
    "        muniGeom[m] = tractGeom[mT0]\n",
    "        muniPop[m] = tractPop[mT0]\n",
    "        muniTractList[m] = [mT0]\n",
    "        addedMuniList = [m]\n",
    "        #muniNameList[m] = muniNameList[m]+\"0th_vtd\"\n",
    "        tractMuniNo[mT0] = m  #already true, but to be consistent ...\n",
    "        print(len(bigMuniTractList)-1,\"new 'munis' to be added\")\n",
    "        for addNo in range(1, nBigMuniBGs):\n",
    "            newMno = len(muniGeom)\n",
    "            vNo = bigMuniTractList[addNo]\n",
    "            muniGeom.append(tractGeom[vNo])\n",
    "            muniPop.append(tractPop[vNo])\n",
    "            muniTractList.append([vNo])\n",
    "            tractMuniNo[vNo] = newMno\n",
    "            addedMuniList.append(newMno)\n",
    "            #muniCountyNo.append(c)\n",
    "            #countyMuniList[c].append(M)\n",
    "            neighborList.append([])\n",
    "            keepWholeMuni.append(0)\n",
    "            isBigMuni.append(False)\n",
    "            swallowedMuni.append(0)\n",
    "        for vNo in bigMuniTractList:  #now, build the neighborlist for these new mini-munis\n",
    "            mmm = tractMuniNo[vNo]\n",
    "            #c = muniCountyNo[m]\n",
    "            for mm in oldNeighborList: #first block - comb thru neighbors of the pre-splintered bigMuni\n",
    "                if mm != mmm and muniGeom[mm].intersects(muniGeom[mmm]) and muniPop[mm] > 0: #just in case\n",
    "                    neighborList[mmm].append(mm)\n",
    "                    neighborList[mm].append(mmm)\n",
    "            for mm in addedMuniList:\n",
    "                if mm != mmm and mmm not in neighborList[mm]:  #we may have already caught this pair if mm < mmm\n",
    "                    if muniGeom[mm].intersects(muniGeom[mmm]) :  \n",
    "                        neighborList[mmm].append(mm)\n",
    "                        neighborList[mm].append(mmm)\n",
    "        print(\"Here are the individual block groups of the newly splintered big muni\",tractMuniNo[mT0])\n",
    "        for mmm in addedMuniList:\n",
    "            plotPoly(muniGeom[mmm])\n",
    "        plotPoly(countyMAP)\n",
    "        plt.show()\n",
    "        nMunis = len(muniGeom)\n",
    "        print(\"we are now up to\",nMunis,\"total munis\")\n",
    "\n",
    "nMunis = len(muniGeom)\n",
    "print(\"all done.  Now have\",nMunis,\"total munis.  Biggest muni now has pop of\",np.max(muniPop) )\n",
    "print(\"I added\",totalMuniAdds,\"new munis / COIs\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 435,
   "id": "350801b6-06e8-4c76-9b9e-016afa8eb6d6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "For 1850 COIs, we will simplify by not enforcing any no-split on COIs > 1.05 districtPops\n",
      "(They neighbor COIs of similar demographics.) Each of these large COIs will be divided into individual munis.\n",
      "The code will be taken from OH_Congr_multisnap's approach for Columbus\n",
      "We will also break up COI 804, which is about a full district, but surrounds mini-COIs that push it into a bigMuni\n",
      "We will now split up muni 804 with pop 121051.0  =  1.016 of a district that had 101 blockgroups in it\n",
      "100 new 'munis' to be added\n",
      "Here are the individual block groups of the newly splintered big muni 804\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "we are now up to 3294 total munis\n",
      "all done.  Now have 3294 total munis.  Biggest muni now has pop of 123272.0\n",
      "I added 100 new munis / COIs\n"
     ]
    }
   ],
   "source": [
    "#duplicate to specially run 804 thru the gauntlet\n",
    "print(\"For 1850 COIs, we will simplify by not enforcing any no-split on COIs > 1.05 districtPops\")\n",
    "print(\"(They neighbor COIs of similar demographics.) Each of these large COIs will be divided into individual munis.\")\n",
    "print(\"The code will be taken from OH_Congr_multisnap's approach for Columbus\")\n",
    "totalMuniAdds = 0\n",
    "old_nMunis = nMunis\n",
    "print(\"We will also break up COI 804, which is about a full district, but surrounds mini-COIs that push it into a bigMuni\")\n",
    "isBigMuni[804] = True  #new 12/28/22\n",
    "for m in range(old_nMunis):\n",
    "    if isBigMuni[m]:\n",
    "        print(\"We will now split up muni\",m,\"with pop\",muniPop[m],\" = \",r3(muniPop[m]/avgDistrictPop),\"of a district\",\n",
    "             \"that had\",len(muniTractList[m]),\"blockgroups in it\")\n",
    "        #c = muniCountyNo[m]\n",
    "        bigMuniTractList = muniTractList[m].copy()\n",
    "        nBigMuniBGs = len(muniTractList[m])\n",
    "        totalMuniAdds += nBigMuniBGs - 1\n",
    "        isBigMuni[m] = False\n",
    "        oldNeighborList = neighborList[m].copy()\n",
    "        neighborList[m] = list()  #will rebuild below for each sub-muni\n",
    "        mT0 = bigMuniTractList[0]  #0th tract in bigMuni's muniTractList will take place of existing bigMuni\n",
    "        for mm in neighborList[m].copy():\n",
    "            neighborList[mm].remove(m)\n",
    "        muniGeom[m] = tractGeom[mT0]\n",
    "        muniPop[m] = tractPop[mT0]\n",
    "        muniTractList[m] = [mT0]\n",
    "        addedMuniList = [m]\n",
    "        #muniNameList[m] = muniNameList[m]+\"0th_vtd\"\n",
    "        tractMuniNo[mT0] = m  #already true, but to be consistent ...\n",
    "        print(len(bigMuniTractList)-1,\"new 'munis' to be added\")\n",
    "        for addNo in range(1, nBigMuniBGs):\n",
    "            newMno = len(muniGeom)\n",
    "            vNo = bigMuniTractList[addNo]\n",
    "            muniGeom.append(tractGeom[vNo])\n",
    "            muniPop.append(tractPop[vNo])\n",
    "            muniTractList.append([vNo])\n",
    "            tractMuniNo[vNo] = newMno\n",
    "            addedMuniList.append(newMno)\n",
    "            #muniCountyNo.append(c)\n",
    "            #countyMuniList[c].append(M)\n",
    "            neighborList.append([])\n",
    "            keepWholeMuni.append(0)\n",
    "            isBigMuni.append(False)\n",
    "            swallowedMuni.append(0)\n",
    "        for vNo in bigMuniTractList:  #now, build the neighborlist for these new mini-munis\n",
    "            mmm = tractMuniNo[vNo]\n",
    "            #c = muniCountyNo[m]\n",
    "            for mm in oldNeighborList: #first block - comb thru neighbors of the pre-splintered bigMuni\n",
    "                if mm != mmm and muniGeom[mm].intersects(muniGeom[mmm]) and muniPop[mm] > 0: #just in case\n",
    "                    neighborList[mmm].append(mm)\n",
    "                    neighborList[mm].append(mmm)\n",
    "            for mm in addedMuniList:\n",
    "                if mm != mmm and mmm not in neighborList[mm]:  #we may have already caught this pair if mm < mmm\n",
    "                    if muniGeom[mm].intersects(muniGeom[mmm]) :  \n",
    "                        neighborList[mmm].append(mm)\n",
    "                        neighborList[mm].append(mmm)\n",
    "        print(\"Here are the individual block groups of the newly splintered big muni\",tractMuniNo[mT0])\n",
    "        for mmm in addedMuniList:\n",
    "            plotPoly(muniGeom[mmm])\n",
    "        plotPoly(countyMAP)\n",
    "        plt.show()\n",
    "        nMunis = len(muniGeom)\n",
    "        print(\"we are now up to\",nMunis,\"total munis\")\n",
    "\n",
    "nMunis = len(muniGeom)\n",
    "print(\"all done.  Now have\",nMunis,\"total munis.  Biggest muni now has pop of\",np.max(muniPop) )\n",
    "print(\"I added\",totalMuniAdds,\"new munis / COIs\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 436,
   "id": "9859eb0b-39d3-4ce0-bff8-867e85151274",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "skip the below block, just run this block, as we have split up all the bigMunis\n",
      "I have identified muni neighbors of all bigMuni tracts\n"
     ]
    }
   ],
   "source": [
    "print(\"skip the below block, just run this block, as we have split up all the bigMunis\")\n",
    "bMTnML = [list()]*nTracts  #list of the neighbor munis of tracts that are in bigMuni's\n",
    "\n",
    "muniPCP = [Point(0,0)]*nMunis  #defining each muni's centerpoint\n",
    "for m in range(nMunis):\n",
    "    avgX = 0\n",
    "    avgY = 0\n",
    "    for t in muniTractList[m]:\n",
    "        avgX += tractPop[t] / muniPop[m] * tractCPlist[t].x\n",
    "        avgY += tractPop[t] / muniPop[m] * tractCPlist[t].y\n",
    "    muniPCP[m] = Point(avgX, avgY)\n",
    "print(\"I have identified muni neighbors of all bigMuni tracts\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "d1ae9b6d-f69b-4eba-961e-088e3a0415b3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "working on bigMuniTract's muni neighbors.  Now on total tract 0\n",
      "working on bigMuniTract's muni neighbors.  Now on total tract 3000\n",
      "working on bigMuniTract's muni neighbors.  Now on total tract 6000\n",
      "I have identified muni neighbors of all bigMuni tracts\n"
     ]
    }
   ],
   "source": [
    "#DO NOT RUN THIS ONE\n",
    "# let's work in terms of min muni pops vs. fract district pops\n",
    "#for this to work, we need to manage bigMuni partials' neighbor lists\n",
    "isBigMuni = [False] *nMunis\n",
    "for m in range(nMunis):\n",
    "    if muniPop[m] > 1.05 * avgDistrictPop:\n",
    "        isBigMuni[m] = True\n",
    "bMTnML = [list()]*nTracts  #list of the neighbor munis of tracts that are in bigMuni's\n",
    "for t in activeTracts:\n",
    "    if t%3000 == 0:\n",
    "        print(\"working on bigMuniTract's muni neighbors.  Now on total tract\",t)\n",
    "    bMTnML[t] = list()\n",
    "    homeMuni = tractMuniNo[t]\n",
    "    if isBigMuni[homeMuni]:\n",
    "        for nM in neighborList[homeMuni]:\n",
    "            for tt in muniTractList[nM]:\n",
    "                if tractGeom[tt].intersects(tractGeom[t]) and nM not in bMTnML[t]:\n",
    "                    bMTnML[t].append(nM)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 437,
   "id": "10cc8b62-57c7-4318-9ed9-ee87d23d1042",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "let us write COI stats (pop, vtdList, neighborList) to a file\n"
     ]
    }
   ],
   "source": [
    "print(\"let us write COI stats (pop, vtdList, neighborList) to a file\")\n",
    "date = \"28Dec1850leg\"\n",
    "finalMuniNo = [i for i in range(nMunis)]\n",
    "muniX = [muniPCP[i].x for i in range(nMunis)]\n",
    "muniY = [muniPCP[i].y for i in range(nMunis)]\n",
    "df = pd.DataFrame( {\"muniNo\":finalMuniNo,\"muniPop\":muniPop,\n",
    "                    \"centroid x\":muniX,\"centroid y\":muniY,\"muniTractList\":muniTractList,\"neighborList\":neighborList} ) \n",
    "\n",
    "outname = STATE+date+\"SD_COI_Congr.csv\"\n",
    "outpath = \"state_HD_output/\"+outname\n",
    "df.to_csv(outpath)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 438,
   "id": "6f807c1c-9ddb-49d1-a1be-c009cd2d2223",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3582.1032179720705\n",
      "here is a scatter plot of number of neighbors\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(np.average(muniPop))\n",
    "x = list()\n",
    "y = list()\n",
    "for m in range(nMunis):\n",
    "    if muniPop[m] > 0:\n",
    "        x.append(m)\n",
    "        y.append(len(neighborList[m]))\n",
    "print(\"here is a scatter plot of number of neighbors\")\n",
    "plt.scatter(x,y)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 439,
   "id": "c7e5b88f-65ae-43ec-b986-c073ca7c0b93",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for m in range(nMunis):\n",
    "    if len(neighborList[m]) < 3 and muniPop[m] > 0:\n",
    "        print(m,len(neighborList[m]))\n",
    "        if len(neighborList[m]) == 1:\n",
    "            plotPoly(muniGeom[m])\n",
    "            plotPoly(muniGeom[neighborList[m][0]])\n",
    "plotPoly(countyMAP)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 440,
   "id": "b95d015e-dd68-464f-b3c9-cb9b44563c17",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "one more round of surrounding, now that we have split some big munis\n",
      "COIs that are surrounded by a COI that's no larger than a district will be absorbed into that muni\n",
      "muni 3212 855 is surrounded by muni 3209 979\n",
      "I have now emptied 75 munis that were surrounded by a COI with pop < 125145\n"
     ]
    }
   ],
   "source": [
    "print(\"one more round of surrounding, now that we have split some big munis\")\n",
    "\n",
    "print(\"COIs that are surrounded by a COI that's no larger than a district will be absorbed into that muni\")\n",
    "#swallowedMuni = [0]*nMunis\n",
    "for m in range(nMunis):\n",
    "    if len(neighborList[m])  == 1:\n",
    "        nL = neighborList[m]\n",
    "        mm = nL[0]\n",
    "        print(\"muni\",m,muniPop[m],\"is surrounded by muni\",mm,muniPop[mm])\n",
    "        if muniPop[mm] > 1.05 * avgDistrictPop: \n",
    "            print(\"we missed a bigMuni breakup!! Crap!!\")\n",
    "        else: #big muni's should have been broken up; cannot \"surround\" anything\n",
    "            swallowedMuni[m] = 1\n",
    "            muniPop[mm] = muniPop[mm] + muniPop[m]\n",
    "            muniPop[m] = 0.\n",
    "            muniGeom[mm] = muniGeom[mm].union(muniGeom[m])\n",
    "            for tt in muniTractList[m]:\n",
    "                tractMuniNo[tt] = mm  #these tracts now \"belong\" to surrounding muni\n",
    "            muniTractList[mm] = muniTractList[mm] + muniTractList[m]\n",
    "            muniTractList[m] = list()\n",
    "            neighborList[m] = list()\n",
    "            neighborList[mm].remove(m)\n",
    "            surroundedList.append(m)\n",
    "            surroundingList.append(mm)  #there can be duplicates in this list\n",
    "print(\"I have now emptied\",np.sum(swallowedMuni),\"munis that were surrounded by a COI with pop <\",int(1.05*avgDistrictPop))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 441,
   "id": "b2c7d028-706d-4185-b74c-268574984b2b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "muni 111 with pop 86705.0 is a muni to be kept whole\n",
      "muni 136 with pop 94214.0 is a muni to be kept whole\n",
      "muni 294 with pop 107417.0 is a muni to be kept whole\n",
      "muni 399 with pop 83428.0 is a muni to be kept whole\n",
      "muni 508 with pop 63214.0 is a muni to be kept whole\n",
      "muni 630 with pop 96278.0 is a muni to be kept whole\n",
      "muni 795 with pop 69782.0 is a muni to be kept whole\n",
      "muni 1014 with pop 68756.0 is a muni to be kept whole\n",
      "muni 1062 with pop 70623.0 is a muni to be kept whole\n",
      "muni 1339 with pop 92410.0 is a muni to be kept whole\n",
      "muni 1376 with pop 123272.0 is a muni to be kept whole\n",
      "muni 1589 with pop 70991.0 is a muni to be kept whole\n"
     ]
    }
   ],
   "source": [
    "#final update of Article XI whole, no-split muni's after above swallowing and splits.  RUN THIS\n",
    "isWholeDistrict = [False]*nMunis\n",
    "noSplitMuni = [False]*nMunis\n",
    "isBigMuni = [False]*nMunis\n",
    "minFracDistrict = [1.]*nMunis  #for most muni's, the minimum fraction of a muni's pop in a drawn district is the full pop \n",
    "minMuniPop = [muniPop[m] for m in range(nMunis)]  #min pop of a muni drawn into a district.  For big muni's, this is < full muni\n",
    "\n",
    "for m in range(nMunis):\n",
    "    if muniPop[m] > 0.5 * avgDistrictPop and muniPop[m] < 1.05*avgDistrictPop :\n",
    "        noSplitMuni[m] = True  #for this HD code, we simplify Article XI to force no splits of cities in this pop range\n",
    "        print(\"muni\",m,\"with pop\",muniPop[m],\"is a muni to be kept whole\")\n",
    "        if muniPop[m] > 0.95 * avgDistrictPop:\n",
    "            isWholeDistrict[m] = True\n",
    "    if muniPop[m] > 1.05 * avgDistrictPop:\n",
    "        minFracDistrict[m] = 0.2 #default floor on sliver of big city pop used as fraction of district pop\n",
    "        isBigMuni[m] = True\n",
    "        minMuniPop[m] = minFracDistrict[m]*avgDistrictPop"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 442,
   "id": "1268fb38-22bb-4327-a061-13d552fda2d3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "confirming our muni neighbor list in histograms\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"confirming our muni neighbor list in histograms\")\n",
    "nB = 20\n",
    "nMuniNeighbors = [0]*nMunis\n",
    "popMuniNneighbors = list()\n",
    "for m in range(nMunis):\n",
    "    nMuniNeighbors[m] = len(neighborList[m])\n",
    "    if muniPop[m] > 0:\n",
    "        popMuniNneighbors.append(nMuniNeighbors[m])\n",
    "\n",
    "fig, ax = plt.subplots(tight_layout=True)\n",
    "ax.hist(popMuniNneighbors,bins=[0,1,2,3,4,5,7,10,13,17,22,30])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 261,
   "id": "b4a2aac9-81cc-41e6-a9f7-01337cc8f4e4",
   "metadata": {},
   "outputs": [],
   "source": [
    "#below are the key functions for the 11/9/22 --> 12/27/22 version (snapHD refined; see above)\n",
    "\n",
    "def bigMuniPollyTL(T,cityType, TOLERPOP, bigMUNITRACTLIST,TCPLIST, TRACTPOP, ANGLE, CURRENTR, MINbigMuniPOP):  #when minPop = 0,\n",
    "    #simple function to winnow a list to tracts w centerpoints inside a polygon. But if under minPop threshold ...\n",
    "    #bifurcates smaller pop into zero pop or min(Muni)Pop based on 0.5minPop threshold\n",
    "    #if we bifurcate \"up\" to minPop, expand HDPoly until minPop met.  Used only when bigMunis being evaluated\n",
    "    Pt = [Point(0,0)]*8\n",
    "    hdCPx = TCPLIST[T].x\n",
    "    hdCPy = TCPLIST[T].y\n",
    "    for nW in range(nWedges):\n",
    "        ccwAngle = ANGLE[nW]  #these two are the angles at start and end of nth wedge\n",
    "        cwAngle = ANGLE[ int((nW+1)%4) ]\n",
    "        Pt[nW*2] = Point(hdCPx + CURRENTR[nW]*math.cos(ccwAngle),\n",
    "                         hdCPy + CURRENTR[nW]*math.sin(ccwAngle) )\n",
    "        Pt[nW*2+1] = Point(hdCPx + CURRENTR[nW]*math.cos(cwAngle),\n",
    "                           hdCPy + CURRENTR[nW]*math.sin( cwAngle) )        \n",
    "    POLLY = Polygon([Pt[0],Pt[1],Pt[2],Pt[3],Pt[4],Pt[5],Pt[6],Pt[7] ])\n",
    "\n",
    "    PollyTL = list()\n",
    "    PollyPop = 0.\n",
    "    for tL in bigMUNITRACTLIST:\n",
    "        if POLLY.contains(TCPLIST[tL]):\n",
    "            PollyTL.append(tL)\n",
    "            PollyPop += TRACTPOP[tL]  #for PollyPop > minPop, this is the final snap to the bigMuni partial\n",
    "    if PollyPop < 0.5 * MINbigMuniPOP and cityType != \"home\": #for home cities, we never reject; instead force to minPop\n",
    "        PollyTL = list() #reject this low fraction\n",
    "        PollyPop = 0.\n",
    "        \n",
    "    elif PollyPop < 1.0 * MINbigMuniPOP :   #need to bring up the PollyPop to minPop.  Do this via version of snapHD f'n\n",
    "        TARGETPOP = MINbigMuniPOP\n",
    "        PollyTL = list()\n",
    "        PollyPop = 0.          # ... of permissible tracts in an HD1 shape expanded or contracted to meet a target pop\n",
    "        Rratio = 1.0  #we know we have to expand radius, but start w original; should be small perturbation  \n",
    "        for tt in bigMUNITRACTLIST:\n",
    "            if POLLY.contains(TCPLIST[tt]):\n",
    "                PollyPop += TRACTPOP[tt]\n",
    "                PollyTL.append(tt)\n",
    "        stepSize = 0.5\n",
    "        snapLoopNo = 0\n",
    "        maxSnapLoopNo = 15\n",
    "        while abs(PollyPop - TARGETPOP) > TOLERPOP and snapLoopNo < maxSnapLoopNo:\n",
    "            PollyTL = list()\n",
    "            dr = stepSize * np.sign(TARGETPOP - PollyPop)\n",
    "            Rratio = max( 0.5 * Rratio, Rratio + dr)\n",
    "            stepSize = stepSize * 0.5\n",
    "            PollyPop = 0.  #reset this loop's bigMuni pop ensnared in inflated/shrunk HDPoly \n",
    "            for nW in range(4): #building this loop's expanded or contracted HD1 polygon shape \n",
    "                ccwAngle = ANGLE[nW]  #these two are the angles at start and end of nth wedge\n",
    "                cwAngle = ANGLE[ int((nW+1)%4) ]\n",
    "                Pt[nW*2] = Point(hdCPx + Rratio*CURRENTR[nW]*math.cos(ccwAngle),\n",
    "                                 hdCPy + Rratio*CURRENTR[nW]*math.sin(ccwAngle) )\n",
    "                Pt[nW*2+1] = Point(hdCPx + Rratio*CURRENTR[nW]*math.cos(cwAngle),\n",
    "                                   hdCPy + Rratio*CURRENTR[nW]*math.sin( cwAngle) )        \n",
    "            POLLY = Polygon([Pt[0],Pt[1],Pt[2],Pt[3],Pt[4],Pt[5],Pt[6],Pt[7] ])\n",
    "    \n",
    "            for tt in bigMUNITRACTLIST:\n",
    "                if POLLY.contains(TCPLIST[tt]):\n",
    "                    PollyPop += TRACTPOP[tt]\n",
    "                    PollyTL.append(tt)\n",
    "            snapLoopNo +=1\n",
    "            #print(T, snapLoopNo, PollyPop,TARGETPOP,\"t,PollyMuniTL (bigMuni) loop no, snapped, target\")  #debug\n",
    "        if snapLoopNo == maxSnapLoopNo:\n",
    "            print(\"Somehow, we did not converge snapping HD\",T,\"to min fraction of bigMuni. Final pop vs targetPop =\",\n",
    "                  r3(PollyPop),\"vs\",r3(TARGETPOP) )\n",
    "            \n",
    "    return PollyTL, PollyPop   \n",
    "    \n",
    "def muniSnap(T, HM,TARGPOP, TOLRPOP, MUNITRACTLIST,TCPLIST, NEIGHBORLIST, bMTnML, TRACTPOP, MUNIPOP, MUNIPCP, \n",
    "             ISBIGMUNI, ISWHOLEDISTRICT, MINMUNIPOP, ANGLE, ORIG_R) : #snap an HDPoly to TargPop via whole muni's + big partial       \n",
    "    Pt = [Point(0,0)]*8\n",
    "    hdCPx = TCPLIST[T].x\n",
    "    hdCPy = TCPLIST[T].y\n",
    "    maxLoopNo = 18\n",
    "    snapPop = 0.\n",
    "    homePop = MINMUNIPOP[HM]\n",
    "    Rratio = 0.001  #this will make first Rratio = 1.001\n",
    "    dr = 1.0\n",
    "    loopNo = 0\n",
    "    while abs(snapPop - TARGPOP) > TOLRPOP and loopNo < maxLoopNo:\n",
    "        Rratio = Rratio + dr * np.sign(TARGPOP - snapPop)\n",
    "        CURRENTR = [Rratio*ORIG_R[nW] for nW in range(4)]  #same as cR, but passed to subloops\n",
    "        dr = dr * 0.5           \n",
    "        loopNo +=1                \n",
    "        for nW in range(4):\n",
    "            ccwAngle = ANGLE[nW]  #these two are the angles at start and end of nth wedge\n",
    "            cwAngle = ANGLE[ int((nW+1)%4) ]\n",
    "            Pt[nW*2] = Point(hdCPx + CURRENTR[nW]*math.cos(ccwAngle),\n",
    "                             hdCPy + CURRENTR[nW]*math.sin(ccwAngle) )\n",
    "            Pt[nW*2+1] = Point(hdCPx + CURRENTR[nW]*math.cos(cwAngle),\n",
    "                               hdCPy + CURRENTR[nW]*math.sin( cwAngle) )        \n",
    "        Polly = Polygon([Pt[0],Pt[1],Pt[2],Pt[3],Pt[4],Pt[5],Pt[6],Pt[7] ])\n",
    "        \n",
    "        fullPollyTractList = []\n",
    "        latestPollyMuniList = [HM]\n",
    "        fullPollyMuniList = [HM]\n",
    "        if isBigMuni[HM]:\n",
    "            #print(\"getting bMTL for t,loopNo,home muni,minMuniPop[m]\",T,loopNo, M, MINMUNIPOP[M])\n",
    "            fullPollyTractList, bMpop = bigMuniPollyTL(T,\"home\", TOLRPOP, MUNITRACTLIST[HM],TCPLIST, TRACTPOP,\n",
    "                                                  ANGLE, CURRENTR, MINMUNIPOP[HM])\n",
    "        else:\n",
    "            fullPollyTractList = MUNITRACTLIST[hM].copy()   #all HDs absorb full muni if nonBig\n",
    "        rd = 0\n",
    "        while len(latestPollyMuniList) > 0 :  #i.e. while we are still finding neighbors of neighbors in the current Polly\n",
    "            #print(rd,\"round. Last rd found=\",latestPollyMuniList,\"contiguous munis for tract\",t,\"snappedPop was\",snapPop)\n",
    "            rd +=1\n",
    "            previousPollyMuniList = latestPollyMuniList.copy()\n",
    "            latestPollyMuniList = list()\n",
    "            failedBigMuniList = list()  #prevents us from multiple bigMuni partial rejections\n",
    "            for M in previousPollyMuniList:  #need to define Polly-intersected bigMuniTracts' lists of neighbor Muni's\n",
    "                if isBigMuni[M]:\n",
    "                    #print(\"getting bMTL for t,loop, budding muni,minMuniPop[m]\",T,loopNo, M, MINMUNIPOP[M])\n",
    "                    bigMuniTractList, bMpop = bigMuniPollyTL(T,\"add\", TOLRPOP, MUNITRACTLIST[M],TCPLIST, TRACTPOP, \n",
    "                                                  ANGLE, CURRENTR, MINMUNIPOP[M])\n",
    "                    sum_bMTnML = [] #sum list of all muni's that neighbor tracts in bigMuni-Polly intersxn\n",
    "                    for TT in bigMuniTractList:\n",
    "                        for MM in bMTnML[TT]:\n",
    "                            if MM not in sum_bMTnML and Polly.intersects(MUNIPCP[MM]) and MM not in fullPollyMuniList:\n",
    "                                sum_bMTnML.append(MM)  #add this muni to the list of Polly-snapped neighbors to bMT's\n",
    "                    for MM in sum_bMTnML:\n",
    "                        latestPollyMuniList.append(MM)\n",
    "                        fullPollyMuniList.append(MM)\n",
    "                        fullPollyTractList = fullPollyTractList + MUNITRACTLIST[MM]\n",
    "                else: #\"budding\" muni ain't big. All its muni neighbors in play EXCEPT WHOLE MUNIS\n",
    "                    for MM in neighborList[M]:\n",
    "                        if MM not in fullPollyMuniList and ISWHOLEDISTRICT[MM] == False :\n",
    "                            if isBigMuni[MM] and MM not in failedBigMuniList:    \n",
    "                                #print(\"getting bMTL for t,loop,spawn muni,minMuniPop[spawn],fullPML\",\n",
    "                                #      T,loopNo, MM, MINMUNIPOP[MM],fullPollyMuniList)\n",
    "                                bigMuniIntersxnList,bMpop = bigMuniPollyTL(T,\"add\", TOLRPOP, MUNITRACTLIST[MM],TCPLIST,\n",
    "                                                                       TRACTPOP, ANGLE, CURRENTR, MINMUNIPOP[MM])\n",
    "                                if len(bigMuniIntersxnList) > 0:  #sufficient intersection to merit a big muni partial\n",
    "                                    latestPollyMuniList.append(MM)\n",
    "                                    fullPollyMuniList.append(MM)\n",
    "                                    fullPollyTractList = fullPollyTractList + bigMuniIntersxnList\n",
    "                                else:\n",
    "                                    failedBigMuniList.append(MM) #don't try this bigMuni again this round\n",
    "                            if isBigMuni[MM] == False and homePop + MINMUNIPOP[MM] < TARGPOP + TOLRPOP:\n",
    "                                capturedPop = 0.\n",
    "                                for TT in MUNITRACTLIST[MM]:\n",
    "                                    if Polly.contains(TCPLIST[TT]) :\n",
    "                                        capturedPop += TRACTPOP[TT]\n",
    "                                if capturedPop > 0.5 * MUNIPOP[MM]:\n",
    "                                    latestPollyMuniList.append(MM)\n",
    "                                    fullPollyMuniList.append(MM)\n",
    "                                    fullPollyTractList = fullPollyTractList + MUNITRACTLIST[MM]\n",
    "                                    \n",
    "        # end of while to build out (neighbor-by-neighbor) the munis and bigMuni tracts for this Polly's radius ratio\n",
    "        snapPop = 0.            \n",
    "        for TT in fullPollyTractList:\n",
    "            #plotPoly(TCPLIST[TT].buffer(0.002))\n",
    "            snapPop += TRACTPOP[TT]\n",
    "        #plotPoly(Polly)\n",
    "        #plotPoly(muniGeom[1380])\n",
    "        #plt.show()\n",
    "        if loopNo > maxLoopNo - 0  :  # - 2 or -1 :\n",
    "            #CincyPop = 0.\n",
    "            #for TT in fullPollyTractList:\n",
    "            #    plotPoly(TCPLIST[TT].buffer(0.002))\n",
    "            #    if TT in MUNITRACTLIST[451]:\n",
    "            #        CincyPop += TRACTPOP[TT]\n",
    "            #plotPoly(Polly)\n",
    "            #plt.show()\n",
    "            print(T,loopNo, snapPop,Polly.area,\"t,muniSnap overall loopNo, snapPop, latest Polly area\") \n",
    "    return fullPollyTractList, snapPop\n",
    "    # in the main block, add the > maxLoop split-a-muni code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "id": "377c8785-0987-4a52-9aa9-f53abc386ed5",
   "metadata": {},
   "outputs": [],
   "source": [
    "#see OH_legisl_org for snapping orig HD shapes to vtd's (don't need to do this again)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 443,
   "id": "24c1a949-522d-4ca5-97d4-e91a8ba9b13b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "working on tract 0\n",
      "computed HD3pop for tract 0 was 117049.0 Numbered munis in orig HDPoly. Circled tracts HD3Poly are ...\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "working on tract 200\n",
      "HD 200 ; hadstuckat pop= 131614.0 but splitting muni 1423 keeping 3373.0 (out of total muni 19566.0 ) drops us to 115421\n",
      "working on tract 400\n",
      "working on tract 600\n",
      "working on tract 800\n",
      "I added 39232.0 from muni 177 (muniPop 39232.0 ) for tract 800 ; we were stuck at pop =  85524.0\n",
      "working on tract 1000\n",
      "computed HD3pop for tract 1000 was 120015.0 Numbered munis in orig HDPoly. Circled tracts HD3Poly are ...\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "working on tract 1200\n",
      "working on tract 1400\n",
      "working on tract 1600\n",
      "punting on HD3 1620 with final pop 127987.0 [1453, 136, 528] munis and muniPops\n",
      "   1453 18320.0\n",
      "   136 94214.0\n",
      "   528 15453.0\n",
      "working on tract 1800\n",
      "working on tract 2000\n",
      "computed HD3pop for tract 2000 was 123987.0 Numbered munis in orig HDPoly. Circled tracts HD3Poly are ...\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "working on tract 2200\n",
      "working on tract 2400\n",
      "working on tract 2600\n",
      "working on tract 2800\n",
      "working on tract 3000\n",
      "computed HD3pop for tract 3000 was 114778.0 Numbered munis in orig HDPoly. Circled tracts HD3Poly are ...\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "working on tract 3200\n",
      "working on tract 3400\n",
      "working on tract 3600\n",
      "working on tract 3800\n",
      "working on tract 4000\n",
      "computed HD3pop for tract 4000 was 114131.0 Numbered munis in orig HDPoly. Circled tracts HD3Poly are ...\n"
     ]
    },
    {
     "data": {
      "image/png": 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RFTddaWi40IQcjQaN7UI+wqqoCWScCfeEXcGRaQGdhD7E6aBbTC7Izc0l4dQJt9RwdNtBtnuHE9GhOSEhIbzwwguMHj2aqKgo0tLSWLBgAWfPnnWHs7qqO19KRPPm6CKbIRcTQtauXcvJkydLZACuCg5R4lIaFUIIEjIT+OnkT3x79FsyLZmA6kA8ps0YxrUfR6vAVtU+z6yrZjG42WDsStGbvysNgOT8di/ddrW59xfrt/HsRlaeWOnRV6Nm+SMjl7v2nyDfoTAo0JdPu7XEx5kxOcgt5GiaHI2SVEvImTdvHk8++SSPPPIIb775JgDLli3jgw8+YOfOnaSlpbF792569OhR4TGXLl3KnXfeyc0338z3339fnelpNHLydqaQ8c3RSh+3JXE3Y798xL09Y97TMA8m3j6ehZ8t4siRI3zyySdcvHiRkJAQ+vbty++//07nzmUn8HNpWorXSlm0aBEDBw6kY8eOlZ7npQi3uarxPEyFEBzNOMrq06tZc3oNJ7NOuvc1823GnR3u5Ja2t+BvrLmIi0CvQEa1HlVj453PPQ+AQa6epq6p4BCCXLuDbIeiLu0OchwKOXYHOc7tXIfibHeQa1dYn55NgSIYEuTH4q4t8dYV/ZUFG1RhJ0MTcjRKocpCzvbt21m4cCHdunXzaM/Ly2PQoEHccccd3Hdf6RlfL8fp06d5/PHHufrqq6s6LY0mhD7Ey2Nb9jOAACXX5m6TzM6fuDtRgmBguz6cnb0ZSSchmfQoOVaETSF4Qke8vLxYtmxZpecihGBnVh6v7DrmYU5asmRJpce6HK5kg4YGIuRkW7OxOqwEewUjSzKKUMgozOBiwUXO5JxhR8oONp/bzKnsU+5jDLKBQc0GcXPrmxkWMwydrLv8CeoJNkX9vRl0jVvIEUKQryjk2IsEkpxiwoja5tzncAordoXs4vscDvIcSpXOPyzYj8VdWuKl8yy5GKyZqzTKoEpCTm5uLhMmTODDDz/0SNUOMHHiRABOnTpVqTEdDgcTJkxg7ty5/P7772RmZlZlahpNCFNcAAE3tSJrpVrFOOjmNpi7hJZzVEkuLNyH5UQWKFW7+bpwhXhfGl1VUygNyFx1KusUt6y4BbtiRy/r8Tf6k2XJwiFKPoiMspFBzQYxIm4EQ5sPxdfoewVmXHVcQk59Dkm3OIWTXKfwUVzoKCmMXKJZcWpTchwOt8m0JjDJEr46Hf56GT+dDj+9Dj+9rC51Ovz1Onx1Mv56HREmA38J9sdQite9Zq7SKIsqCTlTp07lxhtvZPjw4SWEnKry7LPPEhYWxj333MPvv/9eI2NqNH58B0VjTysgb0sS6V/FExZowtjcz6OPogi+3XWWw0nZXNshgsFtLxGEnFKJqJ6Mg+vxXVuOwQZJwioE9gaQv3PPhT1unxe7Yie9MN29L9grmHDvcLqHdeeqyKsYGD2wwQk2xbE5bITaggjJ9ceWkldMa+hJiX+2y/07Fmt2CEGuopCjOAUURXFv5ygKOY5Ltp371X5CNfcIgaUGfzMyqAKIUzhRhRGnsKJ3Ciu6onV/ndrX3ym8uIQZkyyXe66K4DJXaUKORmlUWshZunQpu3btYvv27TU2ic2bN7No0SL27NlT4WMsFos72gXUjIkaTQ9Jkgi8qTX2tEIsRzO4+Mkhwqf2QB9YlC/jg40neHnVEQAWbz7F5IFxzBld5F8jud4Oq/maqjgfJHIt6VoMsoTVIdxmq/rIzyd/5vmtz5NvywdgdOvRPNzzYbIsWQSaAgk2Bzc635VmpwP4LOEFSICUNbsAVU4p1EGuXiJPL5GrV9fV7eLtZW/n62v2t+QjSfgZ9G6NyeUEkOLalOICi59exluW3Y7Z9QEtukqjLCol5Jw5c4ZHHnmE1atX4+XlVf4BFSAnJ4e77rqLDz/80COjbHnMmzePuXPn1sgcNBo2kk4iZHwHUt/biz0ln7RPDhL2QDdkk/rz3p2Y4dH/6x1nPIQcV+IZUU1zldvxuJbu/y5fHJtSf4WcNafXkG1VXzgkJAZFDyLSJ5JIn5LRaPWVypp2TpjasfgqsyqYGGTydJCnB0cNCgJGReDjAF+7wNcBvg7UbYfa7ucAH4coanf1U9R2n2wb5gKF4JEt8RtU8wVRrySauUqjLCol5OzcuZPU1FR69+7tbnM4HGzcuJH58+djsVjQ6SrnKHj8+HFOnTrFqFFF0Q6K82Gj1+uJj4+ndevWJY6bNWuWu5IvqJqc6qTM12jYyF56Qid3JvXdPdiS8kj/Mp6QSZ2QZIm/9Y1h7ZFU7E7h4PWxPTyOdWtyqik8uJL11ZZPjssfoT5rcmwO1T9lWq9p3Nb2NgK9Auvs3JWN2inpKKsKNpbK/g58/OAyKXqKm3b83ZqS8sw5RZqUmjLtpH1xmIL9F5EMNWMiqk+4o6vsdoQQl9Uybdy4kVdffZWdO3eSlJTkUbPOZrPx9NNP89NPP3HixAkCAgIYPnw4L730EtHR0e4xhg4dyoYNGzzG/dvf/sbSpUtr5+I0qk2lhJxrr72W/fv3e7RNmTKFDh06MGPGjEoLOAAdOnQoMebTTz9NTk4Ob7311mUFF5PJhMmkpfDWKEIf5EXIpE5cWLifwiPpZP14gsBRrbm2YwTrHh9KQmouvWKDCPC+xFzi8smpprnKdXhtlV0wOm/e1nqsybEqVkDNQFxRAedKR+1cDh+d7CF0XM60k7hxB21Tg8hukc3gawfXS9OOsKnfTWMUcoL06mPMISDbfvn6VXl5eXTv3p0pU6Zw2223eezLz89n165dPPPMM3Tv3p2MjAymTZvG6NGj2bFjh0ff++67j2effda9bTZrxXLrM5UScvz8/OjSpYtHm4+PDyEhIe729PR0EhMTOX9ezR0RHx8PeCZQmzRpEs2aNWPevHl4eXmVGNOVLv/Sdg2N8jDF+hM8th3pS46Qu/k8+jAzvv2jiQn2JibYu9RjJFdIanU1OaJ289jUR02Opbhw4nBwXgnDYu7Ftnx/Us9euGJROyU1IqVH7RTXrKgaFx3+Ohlfva7CDuRr0jLpmOLH8RgLvQIqlnW5rhEuAVDf+IQcL52Mj04mz6GUWaRz5MiRjBw5stR9AQEBrFmzxqPtnXfe4aqrriIxMZHY2Fh3u7e3d6nJQDXqJzWe8XjFihVMmTLFvT1u3DgAZs+ezZw5cwBITExEriHPeg2NS/HuFsaGtet5ff6b7Hs3ntTcNL569zNGX3+TmhtHJ4NOQtJJ6EO9mf7RbD759Svm5f6bmVcX+XlVVjV9uQKdNUVN+uTUmmnHeDuEwYcXgYvnKjWn6ph2XBE+NRm1U+F5253Zj2tZS5J87Czx2w+iOBxkX0zFYbfjFxKK3mhCIAgJD6X7iKtKPVbYnZqc2vpxXmGCDDryHAoZNVikMysrSw1suKRG3RdffMHnn39OREQEI0eOZPbs2fj5+ZU+iMYVp9pCzvr16z22J0+ezOTJkyt1zKV8/PHH1ZqThoZo50O3bt0YK0by9++fIfvXRC4m7i/R79esneyI30OEbyiFh9M5++Qm9UEgSVhOZTO+12ieuPY+kNQ2s8lE0svbQJZUXx5ZUs0ROolWDgcLLVa2dNJB71ImVU2O5avRhLfuSWBQoA9WRY20sikCmwCHULALsDvDzO1C4BCqQONwrSNQBNSsYQdMkoJZViiwpOFw5NAlqCXNfYIbdNRORZEVl5BTc4kL8/dewH5BjVB7d8sXWBzW0jvmnS1aTwDvU3bCIiMQLm2fAITAfqFAnWMj1OSAmhDwbKGNtBpyPi4sLGTmzJmMHz8ef/+ibNsTJkygZcuWREZGcuDAAWbNmsXevXtLaIE06g9a7SqNRslf//pXRo64gayfTvL3759BH2xCH+ENDoGwKwi7wrmk88z64kU+v/M/TF76L/VARSBc2glFYJaMhMoBRQNbwFEsdUFxvIFegPex/FL3X2raudS3pDzTTnE2Z+ZV8xsqwkuWiDIZPM05Tm2KDgtfHvwIoeQhKQVISgGyko8kCtzbkihAclXjdo75Uq/P6BHessbmWJ/ROVTBQa4hAcJ2sYD0L4+4ty1elxFwSsFyMpvcE5cPpZZ9Glf4vouaDCO32WyMGzcORVFYsGCBx77iWfy7dOlC27Zt6dOnD7t27aJXr17VPrdGzaMJORqNFkkvEzhajcwLvKk1kWOK1CuW1Dzu6PsgDwwcT7uQFh7HmW6KJKhjc3Q/wbK9P/Dd3h8IMproF9OKf371Aw6zN2fz0/ny6Aoy7TYU2Yte0VdTmG7Enmsj2Vfmvd0J1Y/aKevaALMs46WTMMuy+tGpH2+djFmW8JZ1mHUyPjrJudThLcv46NX1N08lczCvkCnNQpndplmp58m35bNq+28U2FVNQKeQTugkL2TJG52kQ5Zk91KW1fVYv1i6hnatsWut78gOVZOjr26VecVOYeE5pMyixIg+/aNgT8WO7xfdnZiY9moOA5dCzFVoVAJdoBfG2MZpVnGFkVe3fpXNZmPs2LGcPHmStWvXemhxSqNXr14YDAaOHTumCTn1FE3I0Wi0uKJ2AM4XWtmVleeO2vlkzotc8DbguONOnlSSyDTC/5oZ+L1bIQVZ59El2Dn1lxswjpuCPTKa9JMJfP3ROyy7ZxxBr76vniBshPtcxxxAABDgfNBl5l52Xj4uJ1ddWUnYVOfX2jTt/J6Rw8G8QnzLiIr0NngzuvVovor/iuGxw3lj2BvVOmdFsdlsbNy4kdTUVDp27FipIr91jUuTozdWXcgpKDjDrt13UVh4Fp8L3WnOoxia+xI0pg2zb56N1VqkzcnNzWXzut+wFhYSEB5Jh44dadasWZP2c6yJrMcuAefYsWOsW7eOkJCQco85ePAgNpuNqKioKp9Xo3bRhByNRsXXyen852QyWU4tiitq58lj5/CKOAaA7eghMpf+l+APlrAw1ATEka+TOOqnwycqTD0g3wI3/w1Q/0j0LdvgFd2clAcnEp6YgLF1M1JyTiIp+UhKAUZsDDdfT0xCDpl+BgYOb+WO1CnuQFuZqJ3aJseuqvZTrLYy+/2t/d/4Kv4r1p1ZR0peChE+EbU+t7Vr17JlyxZAjdBMSEjg9ttvr/XzVgWdUn0h5+y5LygsVP1rZLuaaFU2qg9uSZI80mWYTCZG3z62yudqjFSkSGdubi4JCQnu7ZMnT7Jnzx6Cg4OJjo7m9ttvZ9euXaxcuRKHw0FycrI6dnAwRqOR48eP88UXX/DXv/6V0NBQDh06xGOPPUbPnj0ZNGhQ7V6gRpXRhByNRsUfGbmcLizpw+Cjk4n2MuKnk0k9dpD0zHTSxv3VvV8oDvLe+w8s+YSP9x9mdWYOZwutDPUxcEdyIqHt2uIzdAKmR/6Pp7wc3D7wKv574ADbk7fTK6IX93b9B5t/OUnrUzb2xOq4KSKoLi+7Svx4IQuANt5lR6O0DWpL74je7EzZyXfHvuPBHg/W+tzS0tI8tk+fPl3r56wqekUVRgzGqhfo9PIqMhfKDlXIkUz1vwJ7faEiWY937NjBsGHD3NuuZLJ33303c+bMYcWKFQAltIbr1q1j6NChGI1GfvvtN9566y1yc3OJiYnhxhtvZPbs2VXKEadRN2hCjkaj4rm2zchzKPzvQiYAQ4P8+Ap4t1MLxgzoBEBa6+mcvu4mstecRrE6UPLs3PX14wzpPJgbJsWyKXkzP+SoeTF25sDu4OYsaRbNgTVfqKppYx46Wcd93e7jvm5Fjog211ukruJmA0VRkCTpikQV9fT35s+sPKJM5T+c/9b+b+xM2cmK4yvqRMgZNGgQp0+fdtenGz9+fK2fs6rUhJDTvNl4HPYcMjL+JDhHNYPK1RRyhBDO6CrUYqC6K/M7qwsqYq4aOnRoUdRZKZS1DyAmJqZESgmN+o8m5Gg0Kvz0OhZ2bsH7x2Duxj9Z47xv/X44nrg4VTUdGxtLyPUD4PoBAOx7dx2Gb/VERVqJ7bCSZdkdsJ9UsKz+CeM11/BnWCg/bfmYx555kZ6RMoN2TwOfEzDieY9z557NAcDsX7GH3YYNG9i4cSMOh4ObbrqJ3r171+lDyJVU0FiBYluKs0S7ywG5tmnRogXTp08nOzub4ODgev2mbHAKOUZT1ev5SZKOuLgHiYt7kOy002STSP7+ixQc/kPtIJz/c0WGF9++ZN/lqqAbY/0I+0f3RinoaEU6NS6HJuRoNDokSaLj+VOk3DfO3fb6kzN5/cmZ3H333Xz88cekpf1Obt4R7PZcrFb1z0CvV7UGrZMPsnuXmdwtW8hfsZRsh4V/hnhxYys9s4ea0MkS/PGOh5BzPC2XrmcLAejQt/RIpeKkp6ezbt069/bKlSvp2bNnnT7MXeUhjOU89IQQvL9Xdba+o90dtT4vFyaTibCwsDo7X1UxKOrvx2ismSR0+nBnZm6HQDhq7qFtTcxBWBxIXo3vtq8V6dS4HI3v166hQZFqOtvu4NEjiW7/E0L82H5oLtnJn7r7hpnGs+UfX3Muai25nORgYlv0fmFEjn8JgC7N/Fl5XTYsLWYyueYJj/Pt/j2R/gqcDzTQt3X5/jh6vR5JkspVkdcmLiHHUI4mp8BewKnsUwDc1fGu2p5Wg8LmsGEQqsOxqRqanOJ4dwvD1MIfxeoUcCQJ6ZKQcCTnB8n1nzNhJUX7nW2i0E7yq2r9pcZYuwoqXqRTo+mhCTkajRp/vY6POsfx33MXmZNwjlVpOewU/XmYP+gf1gajMRTrEdUU4+cbQ1znz+mblsWxnUVv0Nd3ioQOV8N96+DcTogbDOEd3fstDgdRBzLUjd5hFbrB+vv7c8stt7Bp0yaMRiM33HBDnZtkbE4TVHmanGxrtns9MScRf5M/stQ4H5aVxWqzokP9Low1WDBYF2Cipn4NDmdJB2SpqE5bI6OiRTo1mh6N8xevUa+YN28effv2xc/Pj/DwcMaMGeMu3OpCCMGcOXOIjo7GbDYzdOhQDh486NHn+PHj3HLLLYSFheHv78/YsWNJSUnx6DN69GhiY2Px8vIiKiqK8RPGciT+F26QfmWe8R3CRAoXpAhekF8iuO0bdGg/Fz/fDgB4+/gQETGAObeM4OkbOzKhXyxL7uvHw9e2xeKw8MKZnxlz/keePf6Nh2/KtgMptMhVKJShx6BYKkq3bt148MEHuffee2nevHllv9ZqU6TJKfs2YC1WUmDCTxOY8OMEEjISyjii6WArLMp+bayG43FtojTiCuQuvJxJMEHzy9HwpPH+6jXqDRs2bGDq1Kls3bqVNWvWYLfbGTFiBHl5RaUJXnnlFV5//XXmz5/P9u3biYyM5LrrriMnR3XmzcvLY8SIEUiSxNq1a9m8eTNWq5VRo0ahKEWVmIYNG8bXX39NfHw8r746lL17VnD7bWM4Ev80UYXreVl6jlibDYuQ2HbioudEL8TDj49jtGVx79WteOGWrgxsHQrAl4e/ZGn8Uo5nHeebo99w1RdFhRALtquC1snWvhi9G07a/Io6Hsf4xXB3p7vpG9kXs97MgbQDjF05loX7FmJTys6x09ixZRUJu3pD/RRyRBMQcqCYyUrzy9EohqbT06h1Vq1a5bG9ePFiwsPD2blzJ9dccw1CCN58802eeuopbr31VgA++eQTIiIiWLJkCffffz+bN2/m1KlT7N69251qffHixQQHB7N27VqGDx8OwKOPPuo+T8LxbYy7M5DZ/07B16cv4aFXo1vShpZtITECEtcm4mgegrA5a00VZsL2RbD9Q5iT5THnHFtOqdemOBSaJ6rCmk/v2k+SV5PYnUKOvhxzlSRJPN73cQBS8lJ4duuzbDy7kXd2v8Ovp3/l793+TrRvNO2D2qOT628UVG1gtxQJeeuWLEPIILmcZCTJ7Tbj8pdxmTIlSXK+YhZrL+3fQXJ1UauDSQBC3ZackVWKUEABIRQ1yEoIEALh/Hjl6YkliByRx3t733MGYgkUoSAQJfzCfI2+3N7udvyNZZc0qG/UdJFOjcaBJuRo1DlZWaoAERwcDKiZR5OTkxkxoqhMgslkYsiQIfzxxx/cf//9WCyWEplfvby8kGWZTZs2uYWc4mRnO/jtt1z69OlAv35LceTZSMrfSqBNvalnGiWEXYCjfG3E+A7j2Zq0lX0X9uFr8OWzkZ8BcPR4Ov5WQa4eenYKr/qXcgWwucxVlXDSjPCJYP5f5rPyxEpe2vYSh9MP8+h6VbAcGTeSV4a8Uitzra8YQ7xx6XLaH6zfQu45RxIL9iwovyNglI3c1alhOZkH67Uwco2SaEKORp0ihGD69OkMHjyYLl26ALjTp0dEeD4kIiIi3Jlu+/fvj4+PDzNmzODFF19ECMGMGTNQFIWkpCSP42bMmMH8+fPJz8+nY0cTP/74HgA6HwP+I1oQeEo9X16sL7oAE5LpkjfWa/9dYt4h5hC++OsXWBwWDBhITy9g34EUkracozNwKsqLDsaG9edUpMmp3HGSJDGq9SgGRA9g8YHFfHpIjVTLt5defb0xExISzu9X76DwbDYWhyDVYsMhBMEGPQE6XbE8NqiaFyhKzufUxggEkpA88tu4NDZF25K7nyIJhCQQqkoH4VQCCdeBbs2RcGuQhATHYy5wR/AdqhbIpVFyrruWv5/9ncScRHdepIZEsLFminRqNC4a1l1Zo8Hz0EMPsW/fPjZt2lRi36VRScVDQcPCwvjmm2/4xz/+wdtvv40sy9x555306tWrRFTSE088wT333MNPP93GR4uOcdddY/lo0f3IsgG5uR5v/9aQ3Z7U4LOcOrOejLyLhNOCFN31HOpzDyLPgPjlGJJDICsCyepAyrJiyrbil20nON+BQUAw6gfA0Lb+l3G4FJdPTnkh5Jcj1BzKE32fIK0wjR9P/EjviN7lH9QIufpGtTzI0G1HOJJX6G5/vm0z7m1e//P8FOd09mkScxLxMza8auU1UaRTo/GhCTkadcbDDz/MihUr2Lhxo0c0UWRkJKBqdIpX801NTfXQ7owYMYLjx49z8eJF9Ho9gYGBREZG0rJlS4/zhIaGEhoaSmZWSyKjsrlzXCK/rvkvnTqreUwcDAOpPUm55ziR+zrp8tOEA81SvWmWml6ha7FLcMEsk+2nxxJqZug1Lar6tdQZebYClp/aSr7DRtfASOxOTUF5Pjnlke/0afIx+FR3ig0aV7SaiwJHw9OGuNIF+F+q3WwAVKRIp0bTQxNyNGodIQQPP/wwy5cvZ/369SWEkpYtWxIZGcmaNWvo2bMnAFarlQ0bNvDyyy+XGC80VI14Wrt2LampqYwePbrU83bu9DoO+zfAk4SE3EKLFnEIYaNlfgikgcUYR3TIWNYIX5LsBqIEBOn06BSQhMChk3DIEopOwhFgRA4y4RviTUSEL83DfIkzNhwn2+NZZxi/+wCnhVOITCp6AOsvVwegAjgUB4nZiQD4GnyrNceGzivtmzPtSCJnC23cHR3CP2Ialo8WQI5VdbBvaE7HUJT1OMOuaXI0itCEHI1aZ+rUqSxZsoQffvgBPz8/tw9OQEAAZrMZSZKYNm0aL774Im3btqVt27a8+OKLeHt7exRmXLx4MR07diQsLIwtW7bwyCOP8Oijj9K+fXsAtm3bxrZt2xg8eDBBQUGcOHGGf//7J1q3bs1tt/3H7bScmZUHacco0EXSseM8dLqzvChfZFqLCGa2iip5AZfB4bBxsSAVO0UOEZIsI+P0dUACSXb7PMiShOTM2iC722VnUI2rj9ouIyNLErI7UKfq2pajGae4ec8pMojCjxxa6DI54QgmHx/ai0P4Sq2BqoU/LzmyhONZxzHrzU3WXOVicJAfOwZ0vtLTqBYuIaeuzFWKUHAIBw7F4bHuEMW2hQNFKVp37yvWz67YycgF0HMyN52NZ8+49wsEMjJIOP+uiv9NykT5RtEqoFWdXK9G3aMJORq1znvvqY6/Q4cO9WhfvHgxkydPBuBf//oXBQUFPPjgg2RkZNCvXz9Wr16Nn1/RzTY+Pp5Zs2aRnp5OXFwcTz31lEfIuNlsZtmyZcyePZu8vDyioqK44YYbWLp0qUdU1qW2e5ceozJihKIoXLvpZ44oFU/+V10kFCSEM5gYZBTnUvVuLX0JOfgBgcRKyXzZszOtA2Kw23P4bWNvdDj46KOLSJIRnU6HLMuVWv5yJB5j1hQy9Ln87b8/IZwhzAogFBBCQkE4250fpEu21X7F13H2s2LG7u2N1EUHTt8h4fw21CuUUSQdAh0CCQkHxf8lS9NR6YSVOS0D+L/WfWrhX6lhk21RzVWTfp6EMwBedXAuhhDC3eYKP3dvFy8iWqzt0n61gdXUCSJmEZ+VxNT4WZU69vubv6d1YOtamllJDqYd5KU/X6JXRC8e6fWIlkG8FtGEHI1apyL1mSRJYs6cOcyZM+eyfV566SVeeumly+7v2rUra9euLfdcLtt9rkPBqihVuu3uTz9WpwIOFBdbVCrjeRBMBl/36kqcv1o8ND8/F71zhJSUi1Q1L+hpawfSFNXp+lR2OZ2rSi4U5gUhAmumbIIDWJZ0WhNySqF1YGsOpx+us2rzZSFLMjpJh07SqetysXVJV2K7UBfIfkDWB9I5pLN7vysyTRGKKoA78wMpQuF45nGsipXU/NQ6E3IsDgsP/fYQFwsusufCHi4WXGTWVbPwNTZtc29toQk5Gk2OAL1abUgBMqropLgt7RwQTBddIquvHoXsNCepb7mguJKxIRCupGsoKMKZtA2BIlSNi0CgKM6+HknaFBRw7lOcGhH14xBF/dUbt6sHCEWg4PwIgVVx0Nq/B2HmoggwR7HcQHfdNUkd0+E0C5SzLL6ee+g8Z5wR/Eadwl96FCDLqplNliR0suxcl9HJaqFJneRsk4tMcjrnfvXYos/rK9VopZFBdvpGq9F2qjlPwiBL6CXVcdooy8hIKKhjqaZC1TioviWr482MP0UykeVmeW6qfHHjF5zPPV9kbgWKFp6h55e2uSi1X7E+xdskpJLCi3O9sibaJIuVnn8cQtH58uWNX1bo+FHLR3Eq+xRGXd1lq/4z6U8uFhRlW19xfAV5tjzeHPZmnc2hKaEJORpNDlmSCDToSLc5SLfZi8xVlbinJllVU1EzXa5bwFHHUG/hcjV8aOoCl5AjhESbNm2qPM5114Fx8S8sibdjdci01MUw49YBNTVNXl/9M1gVxrZoxw0tqx+O/cqxwyQrYCqnXldTxSAbaOFf/yMFS6MqRTpdddlMuporrloWBy4e4K1dbwHQMbgjh9MPAxDpE1kn52+KaH/pGk2SEOcNMM1md5vTKiOW5NhVDZCvruGFCQMoSpGQU11emDyCG2LU7/C9bWl8t/lgOUdUAoc6rn8NJVosqtfVcCLjNCpG8SKdGfaKaWitiirkGOTarzmXXpjOlFVTOJpxFMAt4HQP686jvR8t61CNaqAJORpNEpdfTlXNVfnOh693A/0LcjicTtei+hcgSRLvPjCSHkFWQOKT349Ve0wXwpl7xsdQjlCSdxHSjjszCV8eq3O3l6bJaZS4gwqsFQsjtzjUKvIVMVdZHBb+OPcH3yd8z+Zzm8v1W7Irds7mnOVk1knO5Jzht8TfKHSo5tduYd0AaObbjLeGvVVnmqSmiGau0miSBBWLsCqKrqq4VqPAWfncW1e/zVKXoyY1OQA6nY4h7SPZszWdfFvNRNBY7A53KQTfsjQ5O/4LPz4OwgEGH5i2H3xCSu1qF2pMvpdO0+Q0RipbpNPmNNuWJWTsTNnJ7D9mk5qf6iHY+Bv9mdZ7Gje2vBGz3kxSXhL7L+4nPj2elPwUNp3bRHph6clF913YB8Bzg54jxFz6b1WjZtCEHI0mSVF2VDuOKtRwKnBaqbwb6MPSobgcj2tOo1FoVcesKQNetrVIy+ZXVuLF9S+rAg6ALU8VeoY8UWpXq1om3G3W0KgeFutFrJZUfH3bI0lX/m/BVaSzIuYqIYTbXHU5Tc5nhz7jle1FRWdDzaG0D2pPQmYCKfkpPLvlWZ7d8iwmncmtFSqOSWfCqDNidVhp7tuca5pfQ1JeEqtOreKqyKvoG9m3KpepUQk0IUejSVLcXOW0PKGrhLNwfgMXcoTiMlfVjCZn7Z7jfLI7A9DTOcK7RsbMKWZyCDCW4TMR3Apyk4u2w9pftqsd9d/LR6fd+qpLSsqPHDz0GEKowm3/fmvw8bmySfVcRTorYq6yC7u7EOnlfHL2pO5xr/9nyH+4rsV1SJKEQ3Gw5MgSPj7wMakFqVgcFnRCplVhc9oUxhLuCKbv2BEMajYIvVz0W8u15jL6ezVD+/Vx11f1MjUqgfaXrtEkCSqmyXHJNpWJiCpQVE2AdwN9WCqK6yFQfY3GZ7/uZO6v57CjJ9xgYfbfhlZ7TIBcpyZHSGDSlzHP2/8LG16GgnToex+0vPqyXS2KABnMmian2pxOXOgWcAASEubRvfuHV3BGlSvSaSuWRuFympzr465n9enVRPlEMSJuhLtdJ+uY2Gkid3W8i1xbLmd+P4TXr3kYRZGw1Dym5O/wo/0fcaHgAgBv7nqTd/e86w6d18t69LLenQNIL6nrRp2RyZ0nMyx2WMW+BA0PGuYdWkOjmrhuhmk2O+vS1VT2mzJymBpbsXpDhY1EyKmO47GiKMz85De+ibcg0NHax8rSh4YTGlB6oU6bYuOb+G84mXWSEXEjylXVuzQ5Unk5bfyjYNSbFZqzRVHHOpt9AhhcoWM0SsfHuw05OQfc24GBVz65oiuMvCJFOl3h4wBGuXQh50TWCQB0lzHFSZKEn9GPdr26k7plD0quKjj5Xt2s1P6p+anudVcJjYogS7Im5FSRhnmH1tCoJiGlRFedLChpU78chU7hwFdfd0nEahKH+wZfNSHHbndw239+ZG+GDpAYEAH/ffAmzKbLm5Xm757Pfw/8F4Cl8Ut5sPuD/KPHPy7bP9tlcqhB524hqfMLNJprbMymSvv2c/HyiqKg8BxRkbcQEnLNlZ6S21xVkSKdLn8cvaRHV0pKgZNZJ3l3z7sA5eYO0gd5Efl4H6xnctCHe6MPKN2Ree6gudzV6S5AFZwkSUIIgV3YcSgO7IodhyhabkvexuIDi6tVu66powk5Gk2S4uYqX51MrkOh72U0EKVRKNTjfRqqkFNNTc7Ha3ayN0OHhODvvQKYecfgcm/EBy4e8Nj+5dQvZQo5WRbnHGswO7Esm1GAHqEda2zMpope70vr1o9f6Wl44NbQVsAnx+UoLEsyu1N3uwt2uj6upH3dwrrx+tDXyx1P9tLj1TaozD4G2UCnkE7ljuUiozADUAUxjaqhfXMaTZLitvvhIf58n5pJN9+KO8y6hRyDV63Mr7ZRHNWLrkpIzgSgW7Bg1tjL+8AUZ2z7sexI2eF29nyq/1Nl9t+flQeoQs7Nv/xeVMCzoh9XMdBibXYvfwACDFpeksZIcCXMVQ5F7WNVrEz6edJl+83sOxNvQ80401cWu/NlxKCr/WSFjRVNyNFokhQv0lmRAqLFsSsOClA1OEHmivnw1Dcc1RRycgrVm2+gueK3kOvjrqdzSGcScxLpEdaj3AeHJUcVctBJ/Gn0K7NvZZAVB/4VS6Oi0cCojLkq1j+WES1GcDTjqLtmnCIU0gvT3flwRsaNpGtY11qdc1nYnKkeNE1O1dG+OY0Gx7x581i2bBlHjhzBbDYzcOBAXn75Zdq3LwodFkIwd+5cFi5cSEZGBv369ePdd9+lc+fOgFqkUzl3huz33+CTQ3uxWix8MOxaRi9aSERERIlzWiwW+vXrx969e1m8eik2fXvM5BPnX3HVc32iKLqqaiHweVYHIONrqtwtpLlfc5r7Na9Q366Sg28BP7uFkbLFWZhTIKMW+nTVCJO4ZN21z1koUsLp1iNg9+7dBOVnE9b99krNW6NhUFxDK4Qo04QqSzL/GfqfEu0DvxzoXp/We1qNz7EyuIQcTZNTdaol5MybN48nn3ySRx55hDfffBOAZcuW8cEHH7Bz507S0tLYvXs3PXr0KHOcZcuW8eKLL5KQkIDNZqNt27Y89thjTJw4sTrT02ikbNiwgalTp9K3b1/sdjtPPfUUI0aM4NChQ/j4qH41r7zyCq+//joff/wx7dq14/nnn+e6664jPj4ePz8/CvLzyZzxIHKrdly78HO2ZuVi//q/jBo1iq1btyJfkvb/X//6F9HR0ezdu5dVKYnQrD29jCl1Wr24JnEo1XM8zihwCTm1lyeowBlCHiJsvDakX7XHyynM4T+/rADAx1Rx/yuNhkNVinReyuDowfx86mce7/M40b7RNT3FSuE2V9VBba3GSpXjR7dv387ChQvp1q2bR3teXh6DBg3ipZdeqvBYwcHBPPXUU2zZsoV9+/YxZcoUpkyZwi+//FLV6Wk0YlatWsXkyZPp3Lkz3bt3Z/HixSQmJrJz505A1eK8+eabPPXUU9x666106dKFTz75hPz8fJYsWQLA5s2bsSWfx3/GXLzbtMXQqi2TXnuL7du3s3btWo/z/fzzz6xevZrXXnsNgI0FajXsic0abuVgxR1dVXkh5a0ftrAvU314dI+tvZT0BU7nUWMNRVflF+a7171NV8bHQqN2qUqRzkt5Zcgr7LxrJ3d3vrsmp1Yl3OYqWTO6VJUqCTm5ublMmDCBDz/8kKAgT2/yiRMn8u9//5vhw4dXeLyhQ4dyyy230LFjR1q3bs0jjzxCt27d2LRpU1Wmp9HEyMrKAlRhGeDkyZMkJyczYkRR8i6TycSQIUP4448/ANX8JEkSksGI1VkE0uBlQpZlj99dSkoK9913H5999hne3uqD0YKZFvIFRsVWX7twpVDcZR0qd/N8dulG3tiSjkCiX5iDcUMq569w/PxFXv1uE/e/+xPHzqaW2bfQ5nK6rNQpLku+VRVyBAKT5njcaKlskc7SqC8aWk3IqT5V+uamTp3KjTfeyPDhw3n++edrdEJCCNauXUt8fDwvv/zyZftZLBYslqK8JtnZ2TU6D42GgRCC6dOnM3jwYLp06QJAcrKa4v9S35qIiAhOnz4NQP/+/dGbzeQufIvcR/6JKFD4Yu6rKIpC4tlEhFAAicmTJ/PAAw/Qp08f1u3d6B7rybhgdDVcyVpxCltyDYZMX/5cLk1OxdXg5y5msnhPNiAxvDm8/8CNJcx6xUnIK2Btaia2Mxc4fCSJ7WfzSbEWPTy8V+3hjXtHXPZ4l7nKWEPZiQusqjOpIila3pFGTGWLdJZGXf4tloXLXKU5HledSn9zS5cuZdeuXWzfvr1GJ5KVlUWzZs2wWCzodDoWLFjAddddd9n+8+bNY+7cuTU6B42Gx0MPPcS+fftK1fpd+iAr7ogYFhbGqDff44dnZrF2+ZcgyWT/5Qb0bTuy9EIua9dtxbb8c7LPnCZ74D/4beP/SDmfCUA7XTKjY8fW6HUs+TOReT8dJsdiZ9rwtjz8l7boavEG61BcLwgVV5Ms2nAU4azUvjPJSu/ZK9QQbQGKK1Tbua44w70VJBS3wtiI2lqx67I4w4BNNWWucmpyFKmmSohq1EcqU6SzNJbvPsvsHw6SXWjnnsEtmTWyA/orVAbELeRompwqU6lv7syZMzzyyCOsXr0aL6+azQ/i5+fHnj17yM3N5bfffmP69Om0atWKoUOHltp/1qxZTJ8+3b2dnZ1NTExMjc5Jo37z8MMPs2LFCjZu3Ejz5kURO5GRqq9McnIyUVFR7vbU1FQP7U7PoX9h8xf/o2Pmeo7rOqD4hpB0+w3oIq+nUPImc/dhLIfj+eO6Wz3Ou/3vjzF5wy4++eSTGrmOPIud2SsOYHNWCn3z12OM7BJF+8iaC5u+FOFUg0uVeEO0FxOIMhwVV+cbsRNgtjK+WxS3DujIY59vZsdFHV7l2KEKnUKOsay6VZWgwKJqcoRcuZQBGg2LyhTpvBS7Q+Gp5QfId2oRF206yZB2YVzTLqxG51hRXLl8NMfjqlMpIWfnzp2kpqbSu3dvd5vD4WDjxo3Mnz/frYWpCrIs06ZNGwB69OjB4cOHmTdv3mWFHJPJhMmk2dWbIkIIHn74YZYvX8769etp2bKlx/6WLVsSGRnJmjVr6NmzJwBWq5UNGzZ4mEBdWY+bRcbydMFUUlNGMyEzg9+m3oVfbDh733iKtIx7sTrs2FBITUrhP/fM4quvvqJfv5rzx9HJEia9Dpuj6Kasr8FSBqXhMldJlTBXzRrVg96xpzmZmkWbUDOypIZt62R1KUtqJXej0cB5h4NZx5MpkGVyvE20D/Lj0d5tAbDYVSHDbCz79mOxqxqXMotzVgKXuUoTcho3lSnSeSmyJGE26NxCDlCuMF6b2IV6DZvPbyb7j2yPjMzuDzKyLLM7ZTeKUDz8iVya60BTIM/0f4Ygr7IzMjdGKiXkXHvttezfv9+jbcqUKXTo0IEZM2ZUWcApDSGEh8+NhoaLqVOnsmTJEn744Qf8/PzcPjgBAQGYzWYkSWLatGm8+OKLtG3blrZt2/Liiy/i7e3N+PHj3ePs++4rrMYAksJs/Lo7h/ff/5BHH32Uq7qpQnzHvp7ho6dOneI/zKJ169YemqPq4mXQ8e6EXrz2SzwCweMj2tM6zLfGxi8NxVU9uhKaHLNRx819W1W4f9dWzVifnkMnXy8GBRVppaxOjdWyA+n8Nnf5ZY+/aJEAQ40JOYXWQkATcho7QdUwV8myxHt39Wbez4ex2BQeGd6Wq1oG1/QUK4yvQb0PHM04ytGMo9Uay1vvzd+7/R2z3oy3wRuz3owsFf1tFdoLSchM4FT2KXqG96SZb+lFRhsalRJy/Pz83M6dLnx8fAgJCXG3p6enk5iYyPnz5wGIj48HVBOCy4wwadIkmjVrxrx58wDVv6ZPnz60bt0aq9XKTz/9xKeffsp7771XvavTaJS4fheXavkWL17M5MmTATWvTUFBAQ8++KA7GeDq1avx8yt62GaePEHW55+xLieL+AiJqVNH89xzr9XVZXgwpF0YQ+pQJS5E5c1VlaWtjxdtfUqatf1NMuRApsNIZkH548QE10y4t8XqfGm6Mu4VGnWE21xVRcfjq1oGs/zBQTU5pSozsdNEQswh5Nny3BmZL/dxCAcZlgwGRQ8qSh4o4N0973Iq+xQ/HP+BH47/4DG+l84Lb4M3Rp2R1PxUd8mVTiGd+Oqmr+r6cmuFGr/DrVixgilTpri3x40bB8Ds2bOZM2cOAImJiR5RGXl5eTz44IOcPXsWs9lMhw4d+Pzzz/nb3/5W09PTaARUpAyDJEnMmTPH/Zsrjcefe54Nt9xNlC6X1+x307rVX8qMuomLi6t0CYj6iuKwIckgSXVv6//g79eyfMth7I7yHYADfbwYM6BmimlabKqQI9VRxMyBnHxePpmMVRE83CKcwUG152OlUURlinTWdwJMAdzZ4c6iBksOnNwIAc0hqnuFxugQ3IGZv88kNT+VAnsB+fZ8tzBT6Cik0FFY4phDaYf4YO8H/F+X/2vw2ZYl0Uju2tnZ2QQEBJCVlYW/v/+Vno5GA+B4fiGD/jyCt2TjQ2UcrVo+SsuWD13padUJq1c/gE6/BiGuZfi1C6/0dKqFNf0sGatfQ7HmghAoigJCIIRACGdtMiG4kHWBwjw7f/q2Z/rjtaslFkLQe8shzlts7rafe7ejp7+WhLC2+T09hzv2Hqe9jxcbrupwpadTcxRkwAfXQGaiuh3dE/6+vtLDCCGwOCzk2/NVocemLqN8ogg1h/LBvg94d8+7AISZwxjZciRBXkF4673pH92fVgEVN1lXlNp8fmtxaRpNFleRznxhwI4eQaOQ9yuEItRYKfkKaHJqmqTlz9DizLJy+8U6l3622s+p5RCUyNOSWY28LRoVp7rmqnrLyd+LBByA87urNIwkSXjpvfDSlx4h/UD3BwgyBbFw30JSC1L59NCn7n16Sc/q21cT5n1los2qgibkaDRZAvQ6ZEABcvAF0XTyp7h9chpDaGreRQDOGVqS499OzWQtyepSdi4lCTlzP3H5J5B9av/fWS9L/Lt1NHMTzmMVguEh/gwIrF1n8vrKwYsHWXliJVE+UYzrMK7Wswm7zFUZFSjS2aCI6g56M9gr4MhWTf7W4W/c2vZWZv4+k9WnV7vbe4T3IMAUUOvnr0k0IUejySJLEoEGHek2Bzn4I2hKQo76lis3giRjktOnwNb6BjqMu3zNvD++HU/cgRM4vOomZf89zcMYFxWMIsBPf+XCkK8kZ7LPMOnnSVidKQte3fEq++/eX85R1cMVXWUXkONQ8G8s331QC7jvN9j/reqT02tSrZ5u8cHFbgEnzBzGo70f5cZWN3pEZDUEGv4dTkOjGoQY9KTbHOTi16Q0ObiEHKl+1OipDrLLcdJYtr+LZHPmydHVXX4tnxpMq9EQic+Idws4dYWrSGe+QyHdZm88Qg5ARGf1Uwfsv6AKo2HmMFbeshJvQ8P0J2tYIpmGRg3jSgiYg1+T8skp0uQ0fHOV7FCjpuRyhBycQo5yGV8EjZqnX1Q/Wvi3cG/3j+pfJ+etiSKdTR1XIsJ/9vpngxVwQNPkaDRxXDfDHPyblCYnNy8LLzNYGsFDQOcSckw+ZfaT7Go/YTDX+pw0VPyMfnwz6ht2p+wm0jeyViJzSiNYr+csNtKrWL9KoyhVR0MzT12KJuRoNGlcEVa5+DUpn5yInAy6JGVRmPcl5/9U7e4u90zhLsOpbqkKrpJaLsnV5pGFQqjtQrhKdhbbBrVkJyX2l9bHvd85vuT895EuOTYM1RxSnpCjc5m1DJompy4x680MbDawTs/p+rtudBFWdYgrl45UwYK69RVNyNFo0hQ3VzUlTU7H9GRC82xAmvPTsLFiwLfVVWX2kZ3JAGnAqneNilGdIp0aKi4hRyc1bJ8mTcjRaNIEu4UcfwS5V3g2dYeP0Qh5kBw3AGvYdWpjsVBbyamiLq6jkdxqa6nYQnKH6LpDdWUdICGcYdwggyyrBziXkiRTePQYWT/8gEuB5nf9DfhcdRVCkpAknTofNS0zsqwDWecMC9cjyWofSadDkmTMobH4B5Sdu0PvcIbNa0JOoyfI6WxclfpVGiqK8w9TM1dpaDRginxy/EDUfpK4+oOzwnf7fkQOeOyKzODsN9Pwis93b9uOLSPqyAu1dj7Z4ay8bizbrKXR8NHMVdXHba5q4HmGGraIpqFRTTx9cppOdJXbz6WWE7OVhc9gzyKIIfffX6vnMzg1OTqDJuQ0dhpt1uM6xOV4rJmrNDQaMMXNVTQhx2N9oeqEK11BuS7ojjswRERQeOgQPoMGY+7apVbP5zJXycammXm4KeEyV12uSKcQAruwY3PYsCk27Iq96kuHzT2Wa+kQDhShIFBrqCmoNdRcFcMFxdaFcG9f2q5Qsk9ZXM5JWJIkZElGJ+lKX8ol28/lnnMf25DRhByNJk1xc1VeXgJJSa4aSBJIUrGbRrE/9EvbpaJ1yX2cDJLsXBbfloq1q9uqr4vsXLr8UTz7lvCHKbbueRMqf12SJLwKnWHX8eu50OImZKmYz4uknk+W9E6/GAlZ0qslEpCdpRKKPopi50zCKmyFWUXXLxX/Lopvy87IKefHD+jnRZ59B2LXNoTiQBEOhFBQhAMUxWNbLbipIBTnOmoxThTnOuo6FBXnlJzLFlY1T47epFUDLw2bw8bGcxsRikAv69HLenSyDoNsQC/r3Uu95FzXqUujzqguZSM652+osgghVIFB2HAoDgpsBeTacsm0ZJJRmEGWNYssSxY2h40w7zAKHYXuwpKuQpMWu4VCRyFWh5WzSijox7Av/RQ3f/84Foel6GO31HmCwoaMt75h+7BpQo5Gk8YVXVUoeXMhYzsZGVuu8IzqhmudS78T2/B7/5pqj9e22iPUHQbv4Cs9hXrJmB/GkJiTWH7HBoDdEAtRYyjAwImsExU6Ri/pMegMJZdOAe9SYa/40r3uPM6lGXEJ+DKyuu3UqEioS48+xbZL2+fxslAKZZnbXdohRShuLZNDcXhuX7pUHIR7h9M3sm+V/g3qC5qQo9GkKV6kUx84nBA5v+hm4c7/IpxtRe2eNxRRrE39qPZsVeuAU1VdtC2KtSvOYxUoppkQl+tbAnHJssiWzqVzLLZMiPUm7kw+QuChWamqk16WrCPT6Mo/U3ReyZlmx5VTRzjPI0r7SK5eqgZIFNOQqftcWjPnfnBvu/oK97rkjv4S7j5gCYihd/ubq3iVjZvkvGT3uoRUb3zUXA99l7km0ieSrqFdMevNeOu9MRvMmPVmzDozRp0RL70XecKLJ86BrAvgo+sWYdKr7SadCZPO5NY+FRdQGrpZRqN0NCFHo0mjK1akM7rda3T0bRrZcMfmjOWw7jALrl3A1c2v9tgnnKYfRXGoQpdyianIbTJS3MKYn28kAY2g2GdTxiHUcOvZA2Zze7vbL9tPURTV90RR/VmsDqvbt8Xlp+IQDqwOq3sdcEu4EpJqCpN0GHQGdJLOrRFxmcfMejNeOi+MOqNb+Pho/0e8test+kf157lBz5V5LYUOhSfO7cOBRMfw3o2rfpVGpdDuShpNHleRzqYUieGKmCjNkdHle9MYKpRrVByXMLI2cS12xc6YNmPwKqXOlyzLGDFirOPIPC+dOpdCe2EF+jbiIp0alUILIddo8gS5c2o0ncRhrgRf5UVraDQNRLHSHL+f+50X/nyB8T+Ov4IzKolL4Cp0lC/kgFakU0NFE3I0mjzum2ET0uS4hZwmFDavcXlcFaehKAw5vTD9Sk2nVEw6EwAWZ6HV8gjWO19etKzHTRpNyNFo8rhy5WQ0QSFHiPrhXKpxZTHIBvbfvZ/9d+/nuhZqmQ+dXD0TT0GulXWfH2HFW7uJ/zO5/APKofKaHC0hoIbmk6Oh0STNVS5nTs1cpXEpuTa1hptJNlVrnA1L4jm+6wIAZw5nkJ6Ux4Axras8nkuTUxGfHNCKdGqoaJocjSZPU3zj08xVGpfjfO55ACJ8Iqo1Tm6Gp1kp/Vz1CuCa9Wrko8VRMXOVVqRTAzQhR0OjafrkoJmrNEonrSANgBb+Lao1Tt+bWmLwUv+29CYdQ8Z3qNZ4Lk1OYk4it664lZe2vVRm/6b48qJREk3I0WjyBGvmKg0NN66SB+78NlWkRecQprwymLvnDeLvb16Db1D1zF/RvtHoZT12xc6xjGN8cfgLcq2X1w5VtUjnvHnz6Nu3L35+foSHhzNmzBji4+Pd+202GzNmzKBr1674+PgQHR3NpEmTOH/+vMc4Q4cOdZZJKfqMGzfOo88LL7zAwIED8fb2JjAwsFLz1KgYmpCj0eRpim98Wgh53aIogj8SLrLmUAqF9VyY9jf6A5Bnzav2WAajDt8gU41kEw41h7JizArevfZdd1tZ47rMVZX9u96wYQNTp05l69atrFmzBrvdzogRI8jLU7+P/Px8du3axTPPPMOuXbtYtmwZR48eZfTo0SXGuu+++0hKSnJ/PvjgA4/9VquVO+64g3/84x+VmqNGxdEcjzWaPC5zVVOKrtI0OXXLU9/v58ttZ9zbW2b9haiA+pld2/WbcODgwV8f5Ej6Ee7scCf3dbuvzOO2nd9Gcn4yDuFAIHAoDo+q2q4q2652h3CAUDVGOlnHbW1vI8grqMxzxPjFeNRuKrQX4mPwKbVvSBU1tKtWrfLYXrx4MeHh4ezcuZNrrrmGgIAA1qxZ49HnnXfe4aqrriIxMZHY2Fh3u7e3N5GRkZc919y5cwH4+OOPKzVHjYqjCTkaTR5XdFWOQ8GqKBjlxq/gLCvjsUbN8+3Osx7bvx+7yNg+MVdoNmWTVqj65KxNXOtu+/bot2UKOS9ve5nPD39erfN+c/Qbfrntl1L3bU/ezpeHv2RbyjayLFnu9s8Pfc4jvR8p9ZiqmqsuJStLPV9w8OULu2ZlZSFJUgmT0xdffMHnn39OREQEI0eOZPbs2fj5+VVrPhqVQxNyNJo8xYt0ZtgcRJgav5DjdjyuJ0UYGzv9W4Xw+7GL7u0eMYFXbjJlsDd1b6ntkztPLvO4oxlH3esuARqciQWlYuultLnqW2UWZrqPs9gtfHvsW1YeX0l8Rjw2xVbqeeUyXkjc0VU2O0KIKpnMhBBMnz6dwYMH06VLl1L7FBYWMnPmTMaPH4+/v7+7fcKECbRs2ZLIyEgOHDjArFmz2Lt3bwktkEbtogk5Gk2e4kU60212IkyGKz2lWkczV9Ut793Vm6+2nyHfYueOPjFEBpSsCVUfaO7XnFBzKAATO07kjV1vANA1rGuZx+mddc5i/WL58dYfK3XOhfsW8s7ud7A6rLy6/VXWJq7lXO65EgK4n8GPnhE9GdtuLFuStvDF4S/K/P26NLR2oWppq1K/6qGHHmLfvn1s2rSp1P02m41x48ahKAoLFizw2HfffUWary5dutC2bVv69OnDrl276NWrV6XnolE1NCFHQwPV+bgpFenUHI/rFl+TnnsGt7zS0yiXEHMI68auc2+7hJw7f7zTwxemOBKSO99SVSKyvPXegFpa4tNDn3qMG+0bzdDmQ7mr010092vu3rczZScANkfpGh4AczWLdD788MOsWLGCjRs30rx58xL7bTYbY8eO5eTJk6xdu9ZDi1MavXr1wmAwcOzYMU3IqUM0IUdDA1eElaXJhJHXZVmHszlneWLDExxIO0Cv8F7Mv3Y+fkbNL6EhYNKZ3Mn3LmfaLN7e3LekMFAe3cK6udf1sp72Qe25qdVN3N7u9lKroLv6AZc1Y7kI0uvcQk6cuWIh7EIIHn74YZYvX8769etp2bKkcOoScI4dO8a6desICQkpd9yDBw9is9mIioqq0Dw0agZNyNHQoOklBHS9lddFxuMFexZwIO0AALtSdzFq+SjW/219rZ9Xo/psGLuBHSk7EMIZJYXijpgCQKi/ISEE3npvrml+TaXP0S2sG+8Nfw9FKFzd7OoK+c4YdKpJuTwhJ8Sg55zFVqmXl6lTp7JkyRJ++OEH/Pz8SE5W624FBARgNpux2+3cfvvt7Nq1i5UrV+JwONx9goODMRqNHD9+nC+++IK//vWvhIaGcujQIR577DF69uzJoEGD3OdKTEwkPT2dxMREHA4He/bsAaBNmzb4+vpWeM4al0cTcjQ0KLLfN5Uw8ro0Vxl1Ro/ty4X8atQ/fIw+DIkZUuvnGdxscKX6G+SKCTlVyYH13nvvAWoyv+IsXryYyZMnc/bsWVasWAFAjx49PPqsW7eOoUOHYjQa+e2333jrrbfIzc0lJiaGG2+8kdmzZ6PTFZnN/v3vf/PJJ5+4t3v27Okxjkb10YQcDQ2aZtZjqBtz1UM9HyKtII2DaQcZ3mI4/+r7r1o/p0bToLzfryuMvDIvL+WNGRcXV26fmJgYNmzYUO65Pv74Yy1HTi1TrVjZefPmIUkS06ZNc7ctW7aM66+/ntDQUCRJcqvfyuLDDz/k6quvJigoiKCgIIYPH862bduqMzUNjUrR1LIeu/woXBqd2iTUHMo7177D2rFrebLfk25/Cg2NquJyOL5US3gpRVmPm9bLi0YRVb7Dbd++nYULF9KtWzeP9ry8PAYNGsRLL5VdPK0469ev584772TdunVs2bKF2NhYRowYwblz56o6PQ2NShHUxHxytMKcGg0ZV30tV9HOy9HUXl40SlKlV6rc3FwmTJjAhx9+yPPPP++xb+LEiQCcOnWqwuN98cUXHtsffvgh3377Lb/99huTJk2qyhQ1NCpFVVPAN3RqoqaQhkZdY3WoQo7LAfly1FTWY42GS5U0OVOnTuXGG29k+PDhNT0fQC2AZrPZykyjbbFYyM7O9vhoaFSVpvbGp2U61qhJHDaFXb+cZu2nh0k8lFbr53OFtRvlipqrmsbftUZJKq3JWbp0Kbt27WL79u21MR8AZs6cSbNmzcoUoubNm+cubqahUV2aYpFO4LIJ3hoD57MzsdrtgECSQLErGB2gCIEQQhX0BO51oTiXUGy9qN2jb7ExhHAKjULgZfaifWzLJqch+2NZAvvWqfW5Dv+RRJ+/xtFvdKtaO58rqio+I56vjnxFr4hetA1qW6JfU9XQahRRKSHnzJkzPPLII6xevRovr9pJS/7KK6/w5Zdfsn79+jLPMWvWLKZPn+7ezs7OJiamfha806j/NMUinY2Z275+gqMFRdWk/QtCuWPfvzAoFUsIVx02D9nLPXfeUuvnqU9cPJvrsX1q/8VaFXJcrD+znvVn1hNmDmPt2LUl9mvmKo1KCTk7d+4kNTWV3r17u9scDgcbN25k/vz5WCwWjxwAleW1117jxRdf5Ndffy3h0HwpJpMJk6n2b1gaTYOmWKQTGqcmx2K3eQg4ACH5zdwCjkNSH3hOnY27WKSnCU+AJJVoE1Kx/Ze0e9nU/D8ph/Jq6lIaDN3+0pzk41koivq9DB3foVbPN679OHKsOWQUZrAjZYfbfHUpNVGkU6NhUykh59prr2X//v0ebVOmTKFDhw7MmDGjWgLOq6++yvPPP88vv/xCnz59qjyOhkZVaGpFOhtrdNVrm5fySfx80IFQdPz+t814Gwx898MxMo6mkOEr8eSrw5GQavyB990vv5C83IDO3rh/O6XRumc4E18IICetgLAWfugNVX8WVISOIR15fejr7E7dzaSfJxFgCii1X00U6dRo2FRKyPHz8ytRbt7Hx4eQkBB3uytF9fnz5wGIj48HIDIyksjISAAmTZpEs2bNmDdvHqCaqJ555hmWLFlCXFycO0W2r6+vltpao85oakU66xtCCO754SVOZh9FlcGK+cigqD4xzi2XX4zi+igOHHIedv1Z0AGKkcGhdxLk7cyurDgFGlmqtdxA2Vn5QACSd9P0//ANMuEbVLfa9SxLFgABxtKFnOoW6dRo+NR4Vq4VK1YwZcoU9/a4ceMAmD17NnPmzAHUeh1yMZ+HBQsWYLVauf322z3GKn6MhkZt05SKdLrMMPVJfb/9bALbs5ZcvsOlU73M1Nsax/DhzU8Q4l1UFVqxOzVXtXi9eVkWJMDnXCTHEk/RNjau1s6loZJpyQS4rCYHqlakU6PxUG0hZ/369R7bkydPZvLkyZU6pjI5dTQ0aoumGmFVX8gozHGvDw9/AAkJWZKQkJEkVSCTJdltatLLErkXL3J61zYkIdAJhZBsmXfff67E2IrDKeTUoquVcBTJXat+3krb++Nq72QaQJEmx9/kf9k+VSnSqdF40PKra2g4CWpCuXLqo0+Oxe4stmgP4o2RUyt0zMUzp/l02e+IcgqNCpvqmBqU4eDPtz4ptU90lxhirv1LifY9vyay65fTCAEj7ulMTMfS83fdPOYa/rfnCAAOa+0XPtUoEnI2nd3EqOWjcAgHilAw6ozM6DuDQc0GNbkcWBqeaEKOhoaTplqks77gymIrUXG/idCYFoyZ8QwH1/2KX2gY/W8bV2q/4JyD5NIcgB2HS081oT9i4d6BhejMRakrMlPz2fxtgnt7xVt7ePC9YaWa+WIjo1F6bETeE44Q9ccM2JgJMYcAkGPLIceW47Fvzek1DGo2yF2yRdPQNk00IacRcO7cOWbMmMHPP/9MQUEB7dq1Y9GiRe5Q/5SUFGbMmMHq1avJzMzkmmuu4Z133qFt25LJs4QQ/PWvf2XVqlUsX76cMWPG1PHVXDma0htfffTJcSV4k0TlbkutevalVc++ZfYJCz5LhO/vZBCFOawloKa/EEJBr9dz8GRz7MJEXvJ5/Fuq+V3sFy+S9f0aIKLCc3H5NAul/mnKGiPjO4ynW2g3Ch2FyJKMLMl8fuhzVp9e7TZhaS8vTRtNyGngZGRkMGjQIIYNG8bPP/9MeHg4x48fJzAwEFCFljFjxmAwGPjhhx/w9/fn9ddfZ/jw4Rw6dAgfHx+P8d5888169eCrS5pakc76hsWpySnvtlSQa2XDknguJObQskcYA29pjawr29lG1tm5yvdrzkkRhDy8i/0HD/Pjjz+qO23QSu9Hjj2E/ORU/Fu2QsnL4+Ttd2BPTqZts6Gcjh2BISKc4VM6lfn3IcnupDsadYAkSXQN6+rR9nX81wAEm1SzYlN6edEoiSbkNHBefvllYmJiWLx4sbstLi7OvX7s2DG2bt3KgQMH6Ny5M6BGs4WHh/Pll19y7733uvvu3buX119/ne3btxMVFVVn11BfaEop4N2anHqUDLDIXFX2benPFSc5vusCAHt/PcOpfRe569kBZR7jUqw0EynwSjP+8H7MY79Jn0OOPYTcVLXuUuHRo9idqSxizq0n5tx6Oh45XO41SBLOshDldtWoJTIKMwAI9AoEtJeXpk7TSOvaiFmxYgV9+vThjjvuIDw8nJ49e/Lhhx+691ssqsNl8RIZOp0Oo9HIpk2b3G35+fnceeedzJ8/353PqKmhvfFdWWwO1Vwll2Ousls8hdDCPFu5Yze7agz5oih8+JH8/9DDsYMejh20chzB20sVsPLS1fIEXh06YIiN9RijQs7a9UdmbLKkF6YDEOylaXI0NE1Og+fEiRO89957TJ8+nSeffJJt27bxz3/+E5PJxKRJk+jQoQMtWrRg1qxZfPDBB/j4+PD666+TnJxMUlKSe5xHH32UgQMHcvPNN1/Bq7myNCkHRVfamHr0VLYqFdPk9L0pjovnckk7m0tojC+jH+lR7tgxbbshnjzJzheG0Fs+BsAY3e/u/ess7YB25GUUAiCbzbT85mtyfluLLjAA3yFDKmbGrT9fZ4NDEQp2xY7NbsNqt2Gz2bHabNgdDqw2K3abA5vDgd1mx2FXsDsc2Gx2FEXB4VBwKA4URUFODMBPH0yQKQhoWhpajZJoQk4DR1EU+vTpw4svvghAz549OXjwIO+99x6TJk3CYDDw3Xffcc899xAcHIxOp2P48OGMHDnSPcaKFStYu3Ytu3fvvlKXUS8IbgRFOnf99AMHN65Fp9Mj6/XonB9Zr0eSJCRZRpJ1hKamcnVBCLviv+CoaQW490lIkowky2rCTtnZLqnbrnZJVp08kWUUScHhsKPY7Djs6lKx2xF2B6o0Jam+KpKkClWSui2EwGGz4bBacdjs6M9m8/eCMEKyE/l56c1IwllbSoAkFGeZKQFCIUQIQoWA/YI/flSQhEBSnEshkIRzHUF6bDtu+u6/yDo9vb2S+cbeiRxZjyRgimMfAGfyOgKw+2gMA53fpS4ggMBbK1doU1JnSD2M0K8Rvl/9G0fWpYKQQDhFZFckmXMpIRX5JIni685VAZJw9lRkZKFTP4qMLPTI1TQwXM2d2GQLfrerCQKb1MuLRgk0IaeBExUVRadOnTzaOnbsyHfffefe7t27N3v27CErKwur1UpYWBj9+vVz1whbu3ath7Oyi9tuu42rr766RPLGxkpjKNL55/ffkJ+VWW4/X8AXX8AKpJXZ1ylqUFE3E5mK28E9g8X1WPV6/C0FxKUereAI5RNy+E9Sjp8m5+IBLEosvooeneJFvEHHy/pezLDswl+XSo6j4lFUl8elyqkdKUcIwfGd20g5cYy4br1o1qFT+QfVIIc3pOCfUffmbIdkR5EcCFlBkRSE7HAuFYTklJoktdiqX3YYBsVEmF799yxurtKKdDY9NCGngTNo0CB3fTAXR48epUWLFiX6BgSobzbHjh1jx44dPPecmhl25syZHg7IAF27duWNN95g1KhRtTTz+kdjKNKp2NW31Wv/7x94BwTgsDu1K3Y7QigoioJQFHIsOcSnHcbuUNX9wuFAKAqKUPcrigLOpRAC4TxOKKomxdWGEMhCRtLJyDodsl6PbFA1Ry7tkUCAIlCcy+KJ+wwGE0YvL4wmM2n/2wKA3T+QlLseUTU+EiDL6oPJlfFYJ4NO1SjJsk7VPskykk6HrJORhCBl2fd47d1JRJ4qwClfjKUdquDkjsWxgV0Y2JM/igs2NWzc31i2wFceUu3KOOxf+wtrFs4HYOt3S+k5chR/mXx/7ZysDJTuF2jZwSkUSs7rlopdvwRIEnpZh07SodPp0MkyOlmHXtajk3XoZB0GvV79GDyXJoMRvUGPQe/8962gYOKwKbz/8HoA9EZVhNaKdDZtNCGngePypXnxxRcZO3Ys27ZtY+HChSxcuNDd55tvviEsLIzY2Fj279/PI488wpgxYxgxYgTgWTy1OLGxsbRs2bLOrqU+0NCLdDocqt9BXPdeBEaWHSE3pC4mVAm+3/R/HM9Ixa9DO4b+vfSkfsXZfyKV5R8tp5lRIcpHj+Swg82O1+qVtLiQ6O5nkfVE2o6BU2aNFy1pL50EYEfuWHbmqTXzTHIufQbWzAPQfDyKV178gh5D4hgxaFCNjAmQeGCfx/bun/9Xp0KOUO1MNI8L5aZhQ+vsvBXFbi8SoPV6VZ9YvEhnRhlFOufNm8eyZcs4cuQIZrOZgQMH8vLLL9O+fXsAbDYbTz/9ND/99BMnTpwgICCA4cOH89JLLxEdHe0x1j/+8Q+++OILcnJykCSJ4OBgfvvtN7p37w7ACy+8wPvvv8+5c+cQQhAYGEjv3r154YUX6Nevn8dYW7Zs4amnnuLPP//EYDDQo0cPfv75Z8xmM6CmEfnnP//JihUrABg9ejTvvPNOCc18U0UTcho4ffv2Zfny5cyaNYtnn32Wli1b8uabbzJhwgR3n6SkJKZPn05KSgpRUVFMmjSJZ5555grOuv7S0It0CqeQI+sa3tuqK8eMUMo3jAlF4diESdyRcbrU/YU6A1+3/QtJPiEcC2zON37ziS5M4IS+E2cHXOBoVkvEWT9CLdmQpx5zxzP9CIiqnsnKx8+LbNd6YhS7/neGETUn49Bx8BCObtnk1oZde8+DNTd4BRCSet766nPksBX9dmR9kfbHVaQzzWanxWWKdG7YsIGpU6fSt29f7HY7Tz31FCNGjHDnE8vPz2fXrl0888wzdO/enYyMDKZNm8bo0aPZsWOHe5wtW7bw0UcfMWbMGO666y4kSWLu3LmMGjWKw4cP4+Pjg9VqZejQoRQUFLB69Wo2bdrEG2+8wYgRI0hISCAsLMw91g033MCsWbN45513MBqN7N2716PA9fjx4zl79iyrVq0C4O9//zsTJ07kf//7X41+tw0VSdTHIjZVIDs7m4CAALKysvD3v3yxNg2Nsrh7/wl+uZjNK+2aM6lZ6JWeTqUQQvD6ONW8+PcFH+MXUvr87VYraWcTuZB4igunT5J+/iztB1xNl6HD63K6Jfjf1Hs5ejGZrtFxjHhjfpl9s7JyOd+v7CzHOQYz53xDOeMbQceARAaEHMYeoSNXNrv7RIlMvrz4NlmOaPxjLzDxyb9V6xoKCgv5Yc1azh3PwOtIFDl+F5n56thqjXkpaWfPkHrqOM06dMY/NKxGxy6PF/79KYGpzYm8UXDbqGvr9NwVISe9kE+f/AOdXuaB+UPd7SO2x7Mvt4DPu7VieEjFng8XLlwgPDycDRs2cM0115TaZ/v27Vx11VWcPn2aWGfKgf79+3Pddde53QHKGuvjjz9m2rRpZGZmup9hv/76K9dee+1lxyrO4cOH6dSpE1u3bnVrgLZu3cqAAQM4cuSIWwtV36nN57emydHQKEZDzqlR3Nflz+VfY/L2Jj87m8LcHCx5uRTm5VKYm0tuRloJbUlm0vkrLuS4omqUcjLp2ZKTyXvjTU71GEyhlw86FHQZGRiyMzBnZ+BfkI1RseNnK6BDxhk6ZJyBM3CGECJ7Z9KstdPvxulD0t/vC37JfIL0MyGkXMwnItS7ytdg9vJi3Ki/sur33zl+pPz8PVUhpHkMIc1Lr79V27jMVfU1o7NLk6MzeLq+u/6uKxNhlZWlFv8MDi69IKurjyRJbtNQamoqf/75JxMmTGDgwIEcP36cDh068I9//KPMsaxWKwsXLiQgIMBt0rrcWC+88AKDBw8GVE1PQECAh4mrf//+BAQE8McffzQYIac20YQcDY1iNOQ6N8XrJe1d81OZfb18/Qhr0RKTtw8J27fU9tQqhORUwZdnrjo/cxb5W7cS59yO+PczBI8f795vsTlIOneB8wmnyTiSgOX4CTr+vASA5J2BJO8MBMAh69ne6WbS/aPxMoJeyPy27jTj7+hY05fWaHAJOfU1o7PD6ZOj03s6Klc267EQgunTpzN48GC6dOlSap/CwkJmzpzJ+PHj3dqHEydOADBnzhxee+01evTowSeffMKECRPo3bt3ibFcUa9eXl5ERUWxZs0aQkNDLzvWp59+yrXXXsuBAwdo27YtycnJhIeHl5hbeHg4yc6M3U0dTcjR0ChGQ9bk6PR6Bo6dwOl9u/EJCMInKBhv/wC8fP3w8vXFy8cXL18/fIKD8Q0KQZIkzh4+QML2LUj1wIfHVX9KKUfIsV9y87aeOuWxbTLoiIuLJC4uEoarb7hrWjQn6oPX0BV7Ol8M7U5+6F/wKnasvoZyIzX+MOX6qcqxl6PJqejLy0MPPcS+ffs8ssIXx2azMW7cOBRFYcGCBe5212/3/vvvZ8qUKQB89NFH6HQ6+vfvX2Kcjh074ufnx+rVq/nwww8ZO3Ysf/75J+Hh4aWO1bNnT3777Tf++9//Mm/ePKD035oWKl+EJuRoaBSjode5GXDbnQy47c4K91cc6o1UrgeJDyuqyQmbNo3zM2ciCgvRR0QQ6jQFlEWfkcPZftqBI/kYSAJ9SjaZAa0BMNizSWsbiXegkZtvbF39C6HxCjmSK/FfDV6e9Xwu9gsFmFoHoPM1VmsslyZHb/AU2itjrnr44YdZsWIFGzdupHnz5iX222w2xo4dy8mTJ1m7dq2HD4mr5p8rd5lrrBEjRpCRkVFiLJPJhCzL9O/fn/79+9O2bVsWLVrErFmzSozlomPHjiQmqtGDkZGRpKSklBj3woULRETURN6nho8m5GhoFKOppYCXneG0iuPKC3Wy7JyLUvZ373/D9fheczWO3FwMpajqS2P7ot85VtAKAlo5BynaF2bK5e8zSr5l1wRS/VR4VBlXGRCphmTivJ0pZHxTlPgxZGJHzJ2r7vDv9sm5jLkq7RIh59KwcV9fX/Ly8ti0aRMtW7YsNWxcr9djNpvZtGkTISEh7rFcod6SJHHvvfcyY8YMhBBs2LCBm2++GYPBQMuWLUlOTiY6Opq77rqLmBhP3yohhLveYFxcHNHR0aXmQXNlrB8wYABZWVls27aNq666CoA///yTrKwsBg4ciIZWoFNDw4OqOCg2ZAxGNZzWZrFUrABlLeIKe1eU8uche3tXWMABsFuLtEPRhvM005+luSmFFl5J9L29dJ+L0hCKwr5fV/Hz/P9wcMNvl/3OJI+seI2IGvY7zt/lqYXI+vlUtcYrEnIuZ67y/Lt2hY1v3bqVoUOHcubMGSRJQqfTkZyczMmTJ9mxYwfPPPMM27Zto3Xr1qSkpKDX63E4HCQnJ5OcnMzGjRu54YYbGDFiBE888QSKonDx4kVefPFFFixYQEJCAjExMbz99tscPHiQxx57jFdeeYW3334bu93Ol19+yS233MKZM2e44447APU39MQTT/D222/z7bffkpCQwDPPPMORI0e45557AFWrc8MNN3DfffexdetWtm7dyn333cdNN92kOR070TQ5GhrFaOjmqsriHRAIkkRuehqrFrzB8HsexODlVe5xtUGRkFMLWjSnrNE54gJD594FgPVMDmmfH8LxSw7Ju3YQdn+3cs0le39dxW+LVB+MQ7+vY+/qnxj/wn9qfr71FJe5qqascaZWgViOZ7m3fa6qXskIh13BKheSY7JzLvccQaYgvA3ebg1txiUaWlduGVCTpgKkpKTQunWR2XLx4sWMHTuWU6dOuX10Dh065DYngSps/POf/2TmzJkAvPLKKwBuXxqAH3/8kdtvv51WrVqxZcsWCgsL2b9/P6DmugF477336Ny5s/uYadOmUVhYyKOPPkp6ejrdu3dnzZo1HvP74osv+Oc//+lO7jp69Gjmzy87BUNTQhNyNDSK0RiKdFYGv5BQhtz1f2z8fDGHNq7l/NHDhMbEqWUZZBmdXo9vcAj9xoytdeHHJeSkZ2Xy24zpaukIoSCEGh4vnCUmEEJ1ynTuVxThXnf3FcL9QQjSsnXYvJtjtRW93WatPoUjS618br9QQNqnhwh/sEeZc7yYeNJjOykhvtR+jUx/U4ya9cnxGxaDPsQLW2o+5s6hGJv5Vmu8I9mH+aTvUzhkO298B2a9mZW3rCTIoI5b1suLEIKEhATatm3L/v37S0RCxcXFIYTg119/ZcSIEWRmZuLv709qaioRERGEh4e7Q72vueYaj1DvS/nss89o0aIFq1at8kgkWBozZ850C0+lERwczOeff17mGE0ZTcjR0ChG8SKdmTYH4Q2wSGdl6XPTLUS0asOPb71CZnISmclJJfqExsbRYWDpCdFqCqO3DwBZsmDPqZor0AmodzprBun5RYkAZW/P2mS6gNIz4Ran61+u58jmjVjy1TTJN/7ziTL7y3Y9v23dgrfZjLeXF94GPf4mgckvAIOXDwZkhMNBekYS6eePk52USF7yOSypyYj0DCRFYPD2RR8ZgXfL1rTpOoSQ2LZXzrHZ7XhcMwYrSZbw7lFxs2N5HM07jEMuEmQK7AXsSjpCx6jeQNlFOmsybPzSUO9LOX78OO+88w7/+U/T0QJeKTQhR0OjGMWLdKbZ7IQ3wCKdVSGmU1cmvTqfk7t3YLdaURx2FIeDvWt+JiPpHA5b7SS2K063yfeQOe8cloJ8JElCcnq3utYlSXIWa7xk3b2U1SKesgySjCxL4Gw/eDqZ/IIU5OAg9/kCb2oFQmC/WIB3j3B8r25W7hwjWrXh3vmLSDuTSGhsHCbv0hMH6vXqrdW7MIAjHxcABeht+fTfNhe7LbfUY2Qg0Pm5HBd4neN+OjJbhuJoF4cU4I/kZURvB9lqIzc7DUdSMuaULLzyHQgZFElSl7KE0MlYfU3YvI1gMCAZ9EhGIzqjCb3RC52PL/qAAAwBgRgDgvAKCsUcFIZPcDgBQZFFCpx6qqqyOtTfaXfHAE7ok8gRp3hi01SEZICY/2IX8OC6J7i/y130CO/hcWxNho2XFurt4vz589xwww3ccccdJQoja9Q8mpCjoXEJDb1IZ1Xx9g+g8xDPVP0n9+wkI+mcO7y7qthsNo4cOYIkSXTo0MEtBBTHJyqakW+/X63zXI7TM18k/2QKotgbvM7PSMj4yif+8/LxpVmHTmX26detG9tafIuSYUBy6JDtOoLzUjBeRsAByDNL5PkZsQSacQT5IYICUGQJR14uxgtZ+KTmEJxmwz/Hgf++FNhXMnS4YuRUqrcDyAYyJIjqNY08P5DqQOitCjankIOiIy09AmPQKQAkYQPFArKJDed3senML+y/W/WHee+993jmmWdIT0/Hx8eHO+64g3//+9+MHDnSHV31448/un+/t956K7m5uW5Njss3Z/ny5cyfP5+cnBwyMjI8Qr1dnD9/nmHDhjFgwACPIsoatYcm5GhoXEJDL9JZkwinE3B1hBwhBJ999pnHDX/mzJl41aGDs0srVFeVJc1eXvxr1l0ebefX/EnWdrB6BdJh409Y8/OwywpCp8PfJwR9Bb6PjMwUjvz5M+m7/oTjp9HlW5Bsdux6CbtewuDtiykqGq8WcYgAfyShgCKQFAEOBbutEJGVjZKTi2KzolitKFYLDudHyitAl1eIIc+CMd+GV74dc6GC3gE6AXl+qulFOlgIo2vlq6sWP+cuB8B0YiPfL1M1LJneMkcjjbx4fzZZ/mGEZ/nSDr1azFaWWblyJUIIVq1aRVxcHJ988gk333wzu3fvpnnz5uzcuRNvb29atmzJ22+/zdy5cz2KcsbFxeHv709UVBR33303s2bNAjxDvQHOnTvHsGHD6N27N4sXL64XuamaApqQo6FxCa4Iq6YSRl4WrlIR1fEBycvLK/FGm5OTU6dCjsu8ckXD5F1zkGRM/kGY/IPK7l8KQYERDLh+Mlw/uUanVhZCCERhIZkXzsKLZwDwkgLr7PyVQUEVbCavKUoZEJivcNWJQsIzc8jyD+PutT70P3iM1OxXmHvmDJs3b+aHH35wh1w//PDDvPfee2zdupW7774bHx8f4uPjWblyJREREcyZM4eRI0eSkJBAmzZt3FXGZ8+ezZAhQwB44YUXOHLkCN9++y2ganCGDh1KbGwsr732GhcuXHDPLzKyehFlGmWjCTkaGpfQkEs71DQuoUCqRvY3b29voqOjOX/+vLvN17d6UTSVxVBQgI/Fii4nm9zEZFV4E6qmSggBijMaq1ikFgpQLKLLtc+1LoSqHRE4+xaL5nKNqfZVx8g+UMPO1HWEJElIZjPBsW2ROEWo/iRhOkHaVtf3pIAz+g2hgGJ3XrcDu8XKwf0HSc910LzbXxC4vhsQCGSdTOtenYlqUzMFR7/46+cs2PQhQr+J5PBYvPNTsbRMQDlrIiBXNRVm+6i/vcJDh3nv888AGDp0qMc4er2eAQMGcPbsWVasWAFAjx49PPrEx8fTpk0boCjU2+VIvGHDBo9Q79WrV5OQkEBCQkKJLMpXOj9VY0cTcjQ0LqEhF+msaVxOldVRrcuyzKRJk9i/fz+SJNG1a1dMpvIjmWqSbj9/ra4c+YIzK7+o03M3Jkb6vURLnx2QB6wqtzvn8/3Yd7oHAGePHSy1z5/fScR2Hc7Nj92P0Vx17d7JvRfYvTqNPgWj2d99uLu9R8ESdvXegG++6ouU5esHQNj0RxGffQrA/v37GTBgAIWFhfj6+rJkyRJ3OYXiQkhhYSGDBw+mQ4cO3HjjjR7nnzlzJv3792fYsGGsXr3aXZkcYPLkyUyePLnK16ZRdTQhR0PjEoL0TSshYFkIV0FLuXrhNF5eXvTt27cGZlSzCHfeF8mZxVcGqVg7UtE+SVK3kZyR1K5j5Uv2u9ZxOjoXa5MkpGGjavWaapMwWQ2XzleCsEtmQEIgq9+XJCOQnW1qu9VQ+iPG5BMLkoTDZsFuSSZx/xreu38P10z4O12G9sFQyajGrAsZ/O/tFYAOnSHWY98e83jaHA8mPrhIyEnrFkPHnj3dfdq3b8+ePXvIzMzku+++4+6772bDhg0edaMuF12lUb/RhBwNjUsINmrmKheiBjQ59YH8nt3x3r2XvMED6PXBh0iy3GiLaNYmBiUfAN2wZ/EeNqnc/iHAdEUh4ft3Wbf8R3Ks6t9WlPk0Q/8+neBuf2HD56vY9dNi7JYLrP3vC6z9rx7ZEIrJpzmdhwyiTe+O7gSPLlNgQXYuJ/ceJOlYPFmpJ3BY04pO6jMKbyUYi1dRXSmHzkhAnstc5UebLld7zNNoNLpNT3369GH79u289dZbfPDBB0DZRTk16jeakKOhcQlNrUhnWRQ5HjdsIcetiZKKMivXRwpzczkXf5Dg6OYERZWft6eukZyaPclQcXOjJMu0vfVh4kZMYtuCWWzfdYpTF2U+ffE/dO+wmIEPzaPrXxbww3/eJuP8PhB2FFsyBZnJ7PhhBzt+KO8MAp1Rwehnw+hvxRTwGUZzB/YF9Ce5oC2OIB/8I2/DbDSDtRD7X28iok/ZdZ2KF8p0CTjHjh1j3bp1HkU5Neo/mpCjoXEJLnOVFl1VZK6qbp6cK45z/sKhlNPxypGTdpHPZ00jPysTgI5XD+OvDz12ZSd1Kc5Mx5Kx8r4zBt8ABv1rAZ2O7mTDghc4nmRl95FMjky7j4FDezP5ldnkZNr4dNYqhCMVxZaIw3YCRD44zWC4zITCTrOBSYR1zShxHgG8yzi20Bt/m3rIst9y+TO0kGXdzaRl2zy0eE8++SQjR44kJiaGnJwcli5dyvr161m1ahV2u53bb7+dXbt2sXLlSndRTlDLKRiNaq0zV6HOhIQEAGbMmMHChQu5//77ef/9krmf7r//fhYuXMgbb7zBtGnT3O0Wi4XHH3+cL7/8koKCAq699loWLFhQwllZo+JoQo6GxiVo5qoiXOaqBm/acWpypBqrn13zJOzY6hZwAA7/vq5eCTlCcaA3qX8TkqHqmcCD2vVmzJvLOL36M9Z9+QVp+Xp++3Uv+7bczLDxd3HVqAHsXHUaDLF07t6NyMg0ss6dIiM5ifS0bDJy7RBgLSHg2At0WHJ8+J/fvdxwvBdzLuYRYi369w50rqdbPTW0KSkpTJw4kaSkJAICAujWrRurVq3iuuuu49SpU5eNrlq3bp07Kuv9999n7ty57n2uRH+ukg/F+f777/nzzz+Jjo4usW/atGn873//Y+nSpYSEhPDYY49x0003sXPnTnT1WANZn9GEHA2NS2hqRTrLoiZCyOsDrvnXZ01OVJv2SJJc5OxdzwTLgmevwVsvEApIkW2qPV6LEROZOOQO9i2ey+aNu7mQp+frD78EluBndJBj1bFjQ2nfgQ59nqeQlbr6ASQk1neJYPbvcUDJF5R8s1NDKynYLuRjCFNLcixatOiyc3QV5SyPOXPmMGfOHHJzc+nVqxcLFizg+eef93BcBjUh4EMPPcQvv/xSIjorKyuLRYsW8dlnnzF8uBod9vnnnxMTE8Ovv/7K9ddfX+48NEpSrTvXvHnzkCTJQ922bNkyrr/+ekJDQ5EkiT179pQ7zsGDB7ntttuIi4tDkiTefPPN6kxLQ6NaBOh17tiazCbul+PW5DR0QU+u24zHVSGydVvGzplH7xvHMOL+f/Loku+v9JTc2I7uwJsDAORFT0YX1a5GxtWZvOj5wDz+7/X36d4+0Klpk5wOyhImnZ1IPzsdYowM6BXFjaP6cdfDk/jHy/PpETLVPU7YiPdZNyKLfQFFQsUfvjl8eeYtfvGT+Nbm4OwJ1Wk60yCRsmAvhccza+QaijN16lRuvPFGt5BSHEVRmDhxIk888QSdO3cusX/nzp3YbDZGjBjhbouOjqZLly788ccfNT7XpkKVNTnbt29n4cKFdOvWzaM9Ly+PQYMGcccdd3DfffdVaKz8/HxatWrFHXfcwaOPPlrVKWlo1Ag6SSKoCRbpLI0iIad+aRUqjUsrotRfTQ5A8w6dad6h5APwinN+r3vV94G3KnTIRaudqYdOsyEjh6sCfPika0uCLhNS7h0Zx/BnP6fn3vWc3f4rIW26EdyuF+bIVpcVsAN8xxN07hPSvXK5S/oOAJ23YGW0npvO2xmY60e7jvejpDuwCInDNvXf3iFL5FrtsOgAQbe0wadvzWQcXrp0Kbt27WL79u2l7n/55ZfR6/X885//LHV/cnIyRqORoCDPTNgRERFuPyCNylMlISc3N5cJEybw4Ycf8vzzz3vsmzhxIgCnTp2q8Hh9+/Z159CYOXNmVaakoVGjNNUinZfS2ByP67Mmp76hKAoXzl/gdMIZ7NsPMNDZvvXTp+k/6fkyjwV4NzGFDRlqbpptWXl03HSA5GE9PPpknT3CoU0rsdsdKIqCIgSKzkzqiaMoCfE4hMBqtWErzCfYW0aWJGRZQsJZhV6+iQ8DW4BTLnDIEnO6eBFmKaBfmoPQXC9wvqMUKgKDXWDTS2QaJXwLBBnfHUMXYMKrXeVLbBTnzJkzPPLII6xevbrUciU7d+7krbfeYteuXZX2bxNCNHyfuCtIlYSc4iq5S4WcusJisbhD/ACys7OvyDw0GieuIp0ZTd5c1Th8ctwh5PVck1OXFBdiEhMvcCY1k7OZhZwrECQ5DCTrfbHo1eihllJn1jmjxvufeIdzx8fRrHWXMsfXVeDB/NPSj4jPLa/Ehw7wu2zx9JjkdBigrrfOz8aRn8eScAWjxUDPXLO7X4vuoYQqNpKATKNE8wKBZNQhe1ffNXXnzp2kpqbSu3dvd5vD4WDjxo3Mnz+fl19+mdTUVGJjYz32P/bYY7z55pucOnWKyMhIrFYrGRkZHtqc1NRUBg4ciEbVqPS/bnkqubpi3rx5Ht7sGho1iatIp6bJaRzRVZLsjExpQkJOZYQYFX/1Y8Ct/ZCEQog1Dx+hY4l0G+ONqlnIZi0s9/wPxYZzIt/C5sxchgT78UaHkvWpCpwmpDhTNsG+BnQSqrZGAlmWkCUJEKQU6Aj0NaMI4SwfJtR1h50zWbn8e+9quvUZyPGLJzl58iQAUaZ+HucyxmcQEORNklFHlkEi+M4OmNoEovOpvjn62muvZf/+/R5tU6ZMoUOHDsyYMYOoqKgSjsPXX389EydOZMqUKQD07t0bg8HAmjVrGDt2LABJSUkcOHCAV155pdpzbKpUSsgpTyVXl8yaNYvp06e7t7Ozs4mJqZkibxoaWpFOlZqoXVUfEC4hrRbMVWomXvdGUSFPRTgLVwqsiqLG+zgz9hYv+umx7XyIu9YV13wVZzFMoQqeXt5mAkIDa0yIiRQFRBsFzfwMNA/xITY6mLiWUTRv2wKzt+teP4XMOb8QSG6FNHuBBj3/7dqyQt/hVb2702nE3RXq6yI/P5/vvvuO9AvHwZrPr7/+6t7XvXt3uvYYSM7v51Dybeh8DSBJBJusgECMboV3u7BKna8s/Pz86NLFU7Pl4+NDSEiIu/3SJIIGg4HIyEh39fOAgADuueceHnvsMUJCQggODubxxx+na9eupToya1SMSgk55ankLBZLncXym0ymOi/yp9F0cAk5Td1cZcnLA2DJ04+7E7EVKXWkovxsRSvF+hS1ScUTuRUdXUrWGuG5x71wCRKiKKRXuPdQ7H9OOabYyEIwMvpe/MZMwA84M/3nYuHZUrF5Fq9Xdel2ybpUFTXhfYmFBcLirHdVm1RXiCkfd56hemC+/P777zl+/Dh6vZ727dsjhOD8+fMEBARwzTXXYAoJwNQywOOYiIOnIDWTLPOVn39pvPHGG+j1esaOHetOBvjxxx9rOXKqQaWEnPJUcto/hEZjwZX1OK2Ja3IcNiuAW4sApQkm9R+Tztu9LhnL8wGpWXZgrzUBp6aFmHLP51peYevl+fPnOXr0KLIsM2XKFJo1q1gJjLp8eVm/fn2Z+0sLzvHy8uKdd97hnXfeqZ1JNUEqJeRURCWXnp5OYmIi58+fByA+Ph6AyMhIIiPVUL1JkybRrFkz5s2bB4DVauXQoUPu9XPnzrFnzx58fX3dRdM0NOoSLeuxitHbm4LsbAb+7S58A4MQikBRFLVgotOEIoRAKErRRwj3foSC4urn3ues8e2syk3x6BGPp6czkkaS1UgaSVYLazqLa0qyGm0jyToknVyinywX9c9cm0x4XjT5uhyiR6v5uJBQHZKlIm2OOq5UNDdJcjotS6rywrXtqiguFR3ndCRRp+4eF+QP9kCBg9ldoxg7sigkWnKNIUtF65LLD+WS/bLs3q8oCvv/PIjZbCSmXc0KMeUhCaXoeq8gBw8eBKBjx44VFnAAdwh7U/+7bkrUeMbjFStWuB2pAMaNGwfA7NmzmTNnDgCJiYkeNv7z58/Ts1jZ+9dee43XXnuNIUOGlCsNa2jUBiGauQoAxaFef/v+gwmObrj1cw7t/xnywGKy4NuvU/kH1CCuHEMGLxM+wYHVHk+WZboP6FrtcapCkUWybHPPwVWL2bJrP4qnZdGpBZTcbel2c6nHl4fLudhms1FYWFhhH9Fgg6ahbWpUW8i5VAiZPHkykydPrtQxFU2draFRV7jMVU39jU9xNJI8Oa6n85W8zTSCW5zLJ6c8f6Q/du7nnM2/wuMGhFcuaCQiIsJtsnrzzTe56aabSlgZSkPztWt6aLWrNDRKQTNXqQinJkena9i3iiuZsVmqFxJWzVAk5JT9fTqclzo0Tk9UbGtn/+JmOdzbfmHNCe/Qr4zRSnLjjTcSFRXFtm3buHjxIt999x0mk4m2bduWeZwWNdn0aNh3Lg2NGua9997jvffe4+SpU+Q5FNLjWrHilXmMdhbTy83NZebMmXz//fekpaURF9uCKb1vY1LfW51+GYAssePkPuatfJddp/Zj0BnoEtOeLx99D2+Tl9tfQ5IBnYxPr3C82gdf0eu+HIqiCjlp587gHxZ+hWdTDdwh5Ffg1HV/ylrjHBGcJRrLL59x1Mv7sv1yHGp4V0zrjrS++rYan4der+eqq66id+/e/PDDD+zbt48NGzZUQMipnoZ23rx5LFu2jCNHjmA2mxk4cCAvv/yyOwzcZrPx9NNP89NPP3HixAkCAgIYPnw4L730krvqeHp6OrNnz2b16tWcOXOG0NBQxowZw3PPPUdAQFE02NGjR3niiSfYvHkzVquVrl278vzzzzNs2LAqzb2pogk5GhrFaN68OS+99BItW7fmmj+PULD6f9x+yy3s3r2bzp078+ijj7Ju3To+//xz4uLi+OGdpTz2xtOEWHy4vu3VAOw8d4CJXz/B1AETmDv4IYw6PYdSj2NLyKJQX1DinLbkPCLrqZAjyTI4HCybN5v73v0v/qENU9Bxa3LqWMixOxQ25an/5lal4WtyvpCcAksKQFkmH9XXxmiu3Ug2nU5Hhw4d2LdvH/n5+eX2L67JqUq5hA0bNjB16lT69u2L3W7nqaeeYsSIERw6dAgfHx/y8/PZtWsXzzzzDN27dycjI4Np06YxevRoduzYAag+qOfPn+e1116jU6dOnD59mgceeIDz58/z7bffus9144030q5dO9auXYvZbHab5Y4fP+4O4tEoH03I0dAoxqhRo9zrYRespN/zEAU/LWPr1q107tyZLVu2cPfddzN06FAsidnc7n01i8Jbc7DwFBP+7x8IIXhh7KM8OOUB/v3QTHdiuN7K8GJJ4tQEcva0AnI3nkPY6m8W3r9MuZ81C+cDUJCd3WCFHHdumzqWM9JyikrPXNW18TyYQkx2WgWU/bsNDAigWc/aTWKXk5PjTgLYqlWrcvu7oqvsAnIdCn76yqU9WbVqlcf24sWLCQ8PZ+fOnVxzzTUEBASwZs0ajz7vvPMOV111FYmJicTGxtKlSxe+++479/7WrVvzwgsvcNddd2G329Hr9Vy8eJGEhAT++9//uotgv/TSSyxYsICDBw9qQk4l0IQcDY3LECRLnF+7ioK8PAYMUIvjDB48mBUrVjBx9J0Yvk9lc8IOTmSc5YbRf8WRZSHDq4Dt+3Yy8d67ufbvozl+/DgdOnTghRdeYPDgwR7jW8/kkLvxHNTjN/xu197A5q8+Jz8rs2E7H18hm5GPqegWGxl6efNOQ6PPTZMZ0PXKpvewWCwsWrSIzMxMAgMDGTJkSLnHmHUyZlmmQFFIt9krLeRcSlZWFgDBwZfXxGZlZSFJEoGBgWX28ff3R69Xfy8hISF07NiRTz/9lF69emEymfjggw+IiIjwSMarUT6akKOhcQn79+9nwIAB5BcWgpeZfy/+jE6d1LDjt99+m/vuu4+WPdqil3XIkswrN/yLTidDyDh5jF0XDgMwZ84cXnvtNbp378qHH77Gtdf+hf3799OuXfuiE7n9UeuvkANFYeQ6fcO9XUhXyCfH21T0EHXUY2G2otjQYcCBrK9+vSchBJlLl5L9408YW7Ui/LHp6AICyjwmIyODixcv4ufnR1paGpmZmZjNZiZOnIifn1+Fzhts0HHOopBms9PCXPWs+UIIpk+fzuDBgy8b2VVYWMjMmTMZP348/v6lR5ulpaXx3HPPcf/997vbJElizZo13Hzzzfj5+SHLMhEREaxatapMYUmjJA33rqWhUUu0b9+ePXv28MiOA6xfsYLXH36QsT260KlTJ95++222bt3Kt+8vIfSCF1uO7OCp796geYcW9NN3QLGoDo33338/U6ZMYd++B7j9ju388ovE7Dn9+ezTM+j1Tj8F54O3nss4biFHbsgZza9QdJUsy8iAQlFF95pECAeZmduRZSP+/j1rPUmfM40jDkf1Q7Dzt2whee6z6vqOHWR+/TUdjxy+bP/4+HiWLl1aIt1Ihw4dStSFKosQg55zFlu1w8gfeugh9u3bx6ZNm0rdb7PZGDduHIqisGDBglL7ZGdnc+ONN9KpUydmz57tbhdC8OCDDxIeHs7vv/+O2Wzmo48+4qabbmL79u1ERUVVa+5NCU3I0dC4BKPRSJs2bWhnN7IzIg7/xATeeust3nzzTZ588kmWL1/Ojc5oqyHcQoJXCgv3fUu/Xk8T7qvebDt16oTVmsaFi6p9PraFgdRUOxZLMnq9U83vevDW8zf8IiGn4d4urpQmB4oUdkoN/zsLIdi7917S0jc6W2SGDtmPTld7GZAVVJOl3VH9EGxbamql+m/evNkt4Oj1eux2O2FhYQwdOrRS49RE1uOHH36YFStWsHHjRpo3L5kk02azMXbsWE6ePMnatWtL1eLk5ORwww034Ovry/LlyzEYirRja9euZeXKlWRkZLiPXbBgAWvWrOGTTz5h5syZVZ57U6Ph3rU0NGqZIKd5xuZQsFgs2Gw2bDZbiYrcOp3OXa07JiCK6Oho4uPjMRjuxNu7Ffn5Jzh71sZVfb0xGILcx7nzqV1BVY4QgsLcHHIz0slNT/P8ZKSRk56G3ao6z2qanCqeGjUOqabNVYWF54oJOAAKDkdepYUcRVF45dktkG5xC4GlfVtCgFegBHpYt2wpG5bp6dGxH6PGXVul+fuPGEHWd8vI374dgChnmZ/LUfzvLiQkhKuvvppOnTqV+Hssj+qEkQshePjhh1m+fDnr16+nZcuSVdZdAs6xY8dYt25dqVqm7Oxsrr/+ekwmEytWrCiRsdkVKXbptcmy7L7XaFQMTcjR0CjGk08+yciRI4mJiaHw+ClyP/uc1G1bmPDsbPz9/RkyZAhPPPEEZrOZFi1asGHDBj799FNee+VVOKdqDB6f/hhznp1L9+7d6dTpeb74/N+cPXOG/61YjdFY7IbnMlfV0j3LbrOR5xRU8pxCTM4lQkxeejp2ZxHOsvALDcO7HH+JhsD/t3fegVFUXR9+ZnY3m95DQkioofciCKggIEXaKyJiQbA3FPS1oICArwJ2bPCJAqKo2EARFQFpIkUg0mtCIEASQkhvm92d+f7YkixJSNtkk3AfXHfnzp07d3Y2M78599xzpOpPBV58n9Z3Zw9X6fUNcNeHk29IsJfJcsV9TE7HZ+KTZCi7IqAa/TFoL6JKCmYKOH7yCCOpnMiRPT1p/MVyzCkpaPz8kNzcrlr/tttuY+PGjRw+fJiLFy+yfv162rZtW+H9ViXq8ZNPPsnXX3/Nzz//jI+PD0lJSQD4+fnh4eGByWRi7NixREdHs3btWsxms71OYGAgbm5uZGVlMXjwYHJzc1mxYgWZmZlkZmYCEBISgkajoXfv3gQEBDBx4kReeeUVPDw8+PTTT4mLi7NbkQXlQ4gcgaAIFy9eZMKECSQmJuLu44uxSXP6fbyUW265BYCVK1fy0ksvcc8995CamkqTJk14/fXXeeyhR0mcswuAKU9NwWAs4JlnniE1NZXOnTuzceMm2ra9rsR9VtSNQlVV8rIy7ULFIlpSi3y2vPKyMsvdpruPLz4BgXgHBjm+AizvAeGN0DjB2dRluNiSA2A2O1fkyLIb3bt/y4ULXyPJeiIa3VPo71UBTCaLyjah0nZ8FBZzjuQwsqfVSOg0MhpNa3zcTBzbd5hj5/dQ1WlrkiShDQkpV10/Pz9uv/12BgwYwOLFi8nMzOTIkSP2KdblpSrDVYsWLQIoNkS2bNkyJk2axPnz51mzZg0AXbp0caizefNm+vfvz759+9i9ezdAsQTUcXFxNG3alODgYNatW8f06dMZMGAARqOR9u3b8/PPP9O5c+cK9/taRogcgaAIS5YssX9edymDSYfjcPcpnPobFhbGsmXLim1nTC4MRJazM5Fp06ZVatzcVFBgHTpKcbC4OIiYtFTMRmO52tPodHjbxEtAUMkiJiAQbRlP0XUdVwUDhEKRUx3DDO7u4bRo8VyV2rD5CikSDO7fpFzbXIw/B+ddk408ICCA5s2bc+TIEfbs2VNhkVOVJJ1l5VgsTx7G/v37lytXY48ePfjjjz8q1D9BcYTIEQhKoTxj94rBTNrGOHK2JyBbn2rz3UyUZzKr7UJXkJfLF89PJistlfwKWF88fP3wDgzCJzAIr4BAu4jxKSJi3L19XHIjqnW48Cuw/C7UWutfbvMVqkj3FNsYqwt+W3v27OHo0aMABAcHV3h7kaTz2kKIHIGgFMpK0pl3PJX0n2IwpxuQkbgkZXJYG0/cuk280ntWidsUJTv1MgBmk4lL8Wfs5VqdWwkWF0drjFdAIFpdHR4+qmnsN2PX+eQ4e3aVs6hMv+wax8l9KYu0tDR+/fVX+3J+fj6//PILN954Y7njx4gkndcWQuQIBKVguxhmmRWMiorOOuRhziogfU0seYdSHOqHqL7cbOxAkOYs548e5mJcDI07diGkcdMS2y8ccpIY89KcQuuLl7ewvjgZyUVpHaDocFXtFDmVcYi2Db1JUs1GwTYYHB2kjx2zxNU5d+4cjz/+eLn+bqqapFNQtxAiRyAoBT+txjrQAJcLCtDlZCMfyyFn7dmrbtfWO5Jv5xT64/Qeexd97rinhJqF83Wbdal4qPbs7Gy2bNlCdnY2PXr0KObEKCjE4pPjGpFht+SYa+fUX1u3KjLxTLWacmpaioeGhnLjjTcSFxdHUFAQOp2OvXv3kpycjNlstqdFuBpFh6sqk6RTULcQIkcgKAVDXh7eqGQh8eai/8M3I42GBDCcbvY6bo19cGvmh76pL4aYdLL/TkCX4fh0u/OHb+hzxz0YzmaSszsR2VuHT7/IKvdv1apVnD59GoDjx48zevRounbtWuV2axzFDKe3gMkAUQNBW/lQ+6ViFzk1f0PTWHddSzUOiloJnxyr9aemLTmSJDFwYOGU9bNnz7J3716HWFVlYZtdZVTVSiXpFNQthMgRCIpw8eJFzp07x8mTJzl56hSaHgPA04dsZHyBTL2Bgpae5DWSOHDhGPkGAze3uZlmzYJIXXnC3s6AhvdgVo0k5MYSOrwD5kwDlz49BNbputnbLlAwxA03yp6xURppaWkOy8kVjCBba/jpcTj4beHyf0+CT6hTd+HK4SrJ7nhcO4arrhQDlbEwqXZnZYXMtOxCgaSCavmf3W9HtX+wBfdW7esUVbGoK9UitlRFQUVBMauoquVlNiuYjGbMJgWzyYzJVPg5Pz8fsKSZ+OazNTTybIcx30y3IU0IbVZyrihnJ+kU1G6EyBEIrOTn5/PJJ5843AQ01nH7A3IjwrlMjiGXL079AqcKt/vuu+/473//i0f7IHKjLUIjxN0S6j3MoxmhfbtjSs23CxwbpoICqjJxu1+/fqxZswZFUdBqtfTt27cKrbkIswkOfudYdm43tBvl3P240PHYHti6FvjkXE7P49OZO/EpIQJBRXpnEy4ZBRd59/23ndO5KhKfEEt2iiUbuKyVGPJQyUkzoTBJZ6rRTBOPmuqhwBUIkSMQlMI/tCTNYAm3fknj+FTo5+eHXq8nOTmZvLw8Vq5cSedOnWnYoTleGg8y153BmJgDQEF8Fp5dGqBv7ofhdAYA7m0CkfwVVNIr3b8uXbrQqlUr8vLyCAwMrJu+BRotNOkLZ4skOQxt7/z91IJggLXB8fjQkZQSBQ6AMaj8krtlm+bsP7EbVXLyNGwVbELUYgFz/CwhgWR5l6zvOo077lpPGoW0wLNxMLHRl8jPvnocqUBrkk7hfFz/ESJHILDi7u7Offfdx+effw7AW50TmK64s4sW3NWvJX0SFXbs2EHDhg155JFHkCSJLVu2sGXLFmJiYoiJiQHA38eP4HQPukvNCWkbgUfbQCSNRPBDHTEm5SB76tD660nef4oCqhZQzdPTE09Pz7Ir1mbu+gb+XQGmfOhyj9OHqqAwT5grpI5k98lxvVOObWg0Wwv3zuhpL5clidCQ8ps02nWLYnrHlzCZzFbhAbY3iwixLpfw276yzD6UKElVFupJpzOIjb5E8plMzEYFja5knyGb8/HlAiOqolq0lWp7x3HYzVpmH1a2l6mFaees9d3ctWi0NeunJLg6QuQIBEVo0qQw4mvcgR20ap7LrsAWxJ+PpWWblgwePNihfth1vejVMALl9CnOx8eTlJREelYG6ZoMvFV3vI+4c/7IJVQU60VStf8DcJOrL2N0ncHdF3o/Ua27kGyJDl2Qu8oWJHLiqoN0/O1EGbUt6DUSz9zahm7dwp3aF/t9WoJGYRVPAVEUrU6LVle7biGhTX3x8nMjJ6OAT5+xJC+1iRWbUFGBlF5e0ETP2m+Oc+lk+fJ2lQcPXzfumd0LvaeIYVVbqF2/UIHAxUiSRJdOHdh/8DBZeHHJaImoejY9my+++IKhQ4dy3XXXIcsyH569yOunEy0bujdk930DCJVUPnzzXXKUAswodpM6yKWaEfK1uSWvEDiNmhzKK8g3sWt1LCkXsmnRtQENdBouGMzkqSr/5OWXu53ATbHVJnLqK5Is0e7GRuxZG4fZVLrlzLPA8kXkujnX6pKXWUB6ch6hTYXIqS0IkSMQXEFow0Zw8DAniCLPaDHhm728UFWV33//nZSUFIYPH86S847BAL9IuMzMFuE0CvHl5MUUEtwT8Js0AtWsWGawKCqqYkYxK6hm60wSs5nW7Xq54jCvLeSivh3Vy66fTnNo6wUAEmMyGN/Sn7ujvMstMDadSGZdWjZGJyf0hMrP5KtL9BzRjHZ9wy1/c9KVw2GABJmJl9iTmEJkv3AemNjQOtQm2R9ELPUku7+6JElFhuMocYjuyxk7yE51nlVI4ByEyBEIgNmzZzNnzhyHMi8vL26fZ5k5Ius9iY6OZsuWLeTl5dGoUSMa3vsgDBxpr9/b35udO3fy+oIPORUXh1aj4ceNG/n999/x8BBTOFyJVIOOxzkZjje6vGQDk/5bcgb6kri0PJ91adn8lpbFJyv2A44WGPWKD+oV86LUKxbsyykFSKdyiteph3gHXD3WUmiWZX2WpODh46TktLbYnnXQ/78+I0SOQGClffv2bNy4EUVR+O233zhx4gSZxgIAjn30Nv7HjjJlyhSysrKIjY3lt3mzuS8ogIgR/+GuhkFkHNrP0KFDuXVAf/oNHEiwlwedevVGloUjoquxP83XgCWn+9AmJMVmkJtZgCRL/OfZbmVvVAR3t8K4LfMOX3Bav55PLxTa13pkmML8VSJJZ31HiByBwIpWqyUsLAyAhx56CFVVOZKWyc8H4sg6coAp90/kueeeY/ny5fj7+7Nv3z5iV3/HY32uo2XTUG585hmefvpp2kc05HhiMsEebowdO9bFRyWAIo7HNUCDJr7cN68P+dlGPH3dKuwPNGpQC04kZZGe7zgNuqx2JPv/iiwX+XxZUQjKtJgbvIyQl5KLR3Adn5lXSaojSadqt+QIU05tQogcgcDKqVOnCA8PR6/X06tXL+bOnUvDiMYAaDp04ec1a3jggQd45JFHWLFiBampqURFRfH777+zatUqdu/ezbhx43jlzbdJuJhMwwYhdOl7EzfccIOLj0xg97WoodlVGo2Ml1/l0lOEhHjx5jPVE9gxYe9F1i45glGFVf/bw+iXe+Ad6lUt+6oKmZkHuXhxLR4ejQkPvxNZdq4jry1JZ5oz4+RcA/5OdRFhRxcIgF69evHFF1/wxx9/8Omnn5KUlESfPn0wZ6YjAT6TX6RF6zZERESg1+t5+OGHWbRoEWPGjMHb25vLly8DMHPmTK7v2ZN77rmHiPBwBg4cyKlTp66+c0ENYBE3V/qvXGuE9whl9OMd0cuQbjCz+vU9ZJ3PcnW3HMjJOc3efXcSf24JJ07OYvOWNk7fR9HhKmc5Y9tbEYacWoUQOQIBMGzYMG6//XY6duzIoEGD+PXXXwFY8cUXBOg05K76hn9272bNmjXs27ePd955h6effhp3d3f++9//MmTIEAC6detG89ZtaNiwIWNG3Err1q1ZunSpKw9NQOEQwrUucgBCO4Uw+qkuuGskMgsUVr2xj4wzGa7ulp2srMOoakG17uPKJJ1OQTge10qEyBEISsDLy4uOHTty6tQpfE0mspd8yJOvzWXkyJF06tSJyZMnc+edd/L2228jSRI9evQAoHv37vY2FAXatm1LfHx8tfb10KVDzNk5h4/3f0x2QXa17quuUtPZsms7IW0D+c/UrnhoJbKNCqvfjib1VLqruwVAUNCNuLs3KlwOvMnp+7Al6QTn+eUUymehcmoT4i9fICgBg8HAsWPHaNiwIf4SYDKRfUXuIY1GY0/m2bRpU8LDw/Hx8aF9RENQzPjrNZw8edIhirKzScpJ4v4/7ueHkz/wfwf+j97f9K62fdVlhMYpTlBLf8Y81w0vnUSOSeWnBf9y6UhK2RtWMzpdAL16/kbnTp9xfa8/6NJlWbXsx+aX47QZVtZhL2HJqV2IP32BAHjuuefYunUrcXFx7N69m7Fjx5KZmcnEiRMJDfRD17k7n815hS1bthAXF8fnn3/OF198wW233QZYhkOef/55PvjgA2JPncKwdzvrNv7J8ePHefDBB6ut32cyz2AwiwBkZWJ9aq+JKeR1Cf+mftz2Yg983GTyzCo/f3yQpOhkV3cLrdab4OCb8fKKqrZ9VMcMK0HtQ8yuEgiA8+fPc9ddd5GSkkJISAjXX389u3btokmTJgQci8dv5nwarfyMe+65h9TUVJo0acLrr7/OY489Zm9j6tSp5Ofn8947b5OWlk6LxhFs2LCBFi1aVFu/uzXoRsfgjhxKOQTA9Q2vr7Z91WlqMOJxXcMvwocx06/jp3l7ycg3s+bTw9w6qS0RvRq6umvVirNFjt1/WfzEahVVsuTMmzcPSZKYOnWqvWzVqlUMGTKE4OBgJEli//795Wrrxx9/pF27duj1etq1a8fq1aur0jWBoEKsXLmShIQECgoKuHDhgv33CJaLoSYwmKFz3+HChQvk5eVx/Phxnn322WIxMaZNm8avSxcz7/ahvPPM5GqfPu6mceOLYV/w5bAv+e223/h08KfVur+6iohdcnW8Q724/ZWeBHpqMarw6+fHOLvNeYEIayNOn0ZuczwWKqdWUWmRs2fPHhYvXkynTp0cynNycujbty/z588vd1s7d+7kzjvvZMKECRw4cIAJEyYwbtw4du/eXdnuCQROw3YxvFzOi6Et8FxN5QnSylq6NOhCpG9kjeyvLiJpxHBVWXgEenDb7F6EeOswqfD71yeI3XDW1d2qNgKcHPVYLVQ5glpEpUROdnY299xzD59++ikBAQEO6yZMmMArr7zCoEGDyt3eggULuOWWW3jppZdo06YNL730EgMHDmTBggWV6Z5A4FQC3SwXw7RyXwzFVa62IYnhqnLh7qvntjm9aOjnhhlY/2Msx3857epuVQtO98kRU8hrJZUSOU8++STDhw+vkJC5Gjt37mTw4MEOZUOGDGHHjh1OaV8gqAqB2opdDG0XOVVxUvwNQZUpnEIu7kBlofNyY9Sc64kI0qMAm349w+Ef619Ay8LZVcLxuD5TYcfjlStXEh0dzZ49e5zWiaSkJEJDQx3KQkNDSUpKKnUbg8GAwVA4qyQzM9Np/REIilLhi6E98JygtiBphCWnImjdtYyYdT3rXv+HMxfz2LrhHAU5Rrrd187VXXMazk7SKXJX1U4qZMk5d+4cU6ZMYcWKFbi7uzu1I1f+MFRVveqPZd68efj5+dlfkZHCH0FQPdiHq0zlteTYTDlC5tQWxHBVxdG4aRg2sxctIyy5rXbuSGLXwgM15mtW3Th/uKp+fC/1jQpZcvbt20dycrJDVFez2cy2bdv46KOPMBgMaDSaCnciLCysmNUmOTm5mHWnKC+99BLPPvusfTkzM1MIHUG1EGAdrso0KRgVFZ189Rul2WjNHi0uerWGwizkdUvkqKpqMQmq2H9PZrOJfJMBs2LJu6QqCqqqoKiqZVlVrO+Fy8oVy6qiomJZVorWx9Ze4fqwsVoyvjOSnKBjz7+nOfjEj/Qceyvunt7IGi2yRoskSaiKpa8Ktj4r1mModMK37Nde6HCMtu3UIusKm1Ic6ypmzKYCzMYCFLPZul3h/rD2nSL7xn5Mls9xWh00DCUpI5s/l62xVlHsJljLd2A9Dls/bOfD1j4Ww60kQX72RRSzwolduXh46wo7b9vOtm/AJyiI5t16CqtPDVAhkTNw4EAOHTrkUHb//ffTpk0bXnzxxUoJHIDevXuzYcMGnnnmGXvZ+vXr6dOnT6nb6PV69PrKZfkVCCqCv06DhOV6lWY00UB/9YzIyWfjAJEnqaoc3r2YxIS1FA78qVd8tn3HRW6YWP2gVLsyQJUUJDP4dQ1ERSH514XWdYp1e8W6nWp9V1AltVgdW1ugQp6C35JstCl6NGYP6w3U2i+1sH+oV7xfub7IslpGvQLJxMlwlf/dJaHW9M2xMXTT3ELnozkUmC7w5+Lomt1/NZDp5QcTnidTgn/XLXaa/N3+9YZy1bvrf28R3qqtk/YqKI0KiRwfHx86dOjgUObl5UVQUJC9PDU1lfj4eBISEgA4ceIEYLHWhIWFAXDffffRqFEj5s2bB8CUKVO46aabeOONNxg9ejQ///wzGzduZPv27VU7OoHACWgkiQCdhlSjmcvlEDk2vPwDyq4kKJULl95D6+e8RI05nHNaW25xErpYHWBCIcdp7V51n0CHsxCYpeGy79XrSqptYE5CRgLrsoTtXbYvA8hq4RT7K9fb6sQ33EuzuBB8rpa0XHK8pTgMDxYTZsXXSVdZ59CqpEGStZaXpClSXnR7yd6MZP9sK5DQWh/KFY0WTVBL9CZTkSrW/tgbLNxecuiT5fFHVSVQwc1DS0CYJ0iSdVtbO7b+SZw7cpD8nGxyM2pPUtT6jNMjHq9Zs4b777/fvjx+/HgAZs2axezZswGIj49Hlgvdgfr06cPKlSuZMWMGM2fOpEWLFnz77bf06tXL2d0TCCpFgFZLqtFcrmnk+dmWu0BgeAQmoxFZlpFkWZimK4iksXzXUk4HdJoIa6GEpBa98VhvwpL1+71yGRlJkpEkDXKejI97EHpPbyRZg4SM7YZpqW95WdrQWpq31rOUF67PvfwPeVhyKoW/v6TI/q03RtnSByRAloqUWfsuS9a2rJ+L1Jds9aztYf3txI4ejgx8POD/aNqsC1pZY+2zpS3Jup+i11an8wAUmAz8sfVb/t38O/rYDLSKZX+KpGJs4cUtdz7EdZ1urr4+OJEFWw+SpyiMeWc+TTxqZmTgm5nPk3DymH14TVC9VFnkbNmyxWF50qRJTJo0qULbAIwdO5axY8dWtTsCQbUQqNMSm2col5Nifo4lE/imZZ+wadknhSukwpuQJGvswscugmTZcoOyvtuXJZngyMbc+tTzaHXlsyLVB1SrmGnd7nkatajeyNEVJUvVc55lmL1V/IaUPqxeVUzGAnZ//xHpB/fR3Frm4xuAl6d3te2zLNy0ekYOvI+RA+8jMfUca35fyvmde/C/JKGPyWDL3LfZ0v1bHnlsLn4+gS7rZ3kI1Gm4YFBINZpp4lFDO7XNvhQ+ezWCyF0lEJSDQLfyTyNv3L4TiSePF19hde40KwpQsRkdaQnnOdx+PV2GDK/QdvUBFSdliXYiGm9/AGQDKIoJWa6eS+m2z16l4fs/YpMKBi2E+4VUy74qQ8PASB69Zxbq3Srb9//B1u8+x+N0Nuw9z4dTJtDtnru4deC9ru5mqQTqtFwwGGs0Vo6YfVmzCJEjEJQD2wyr8gxX3TD+PnqNuRPVbEZRFMtsFeuMFUUx25ct66yzWRRrXdtsGdt6VWHvL6uJ3buLMwf/vTZFTi0Mqqj18QdAMkooxlxkfRlOMpWkIKUwI/iFe2+mSf8R+Pk2qJZ9VQVJkrix61Bu7DqUX9Z/zoFvvscjR+LY4pUc2PIH9z89l7CQ2jf71TaN3Gn5q8qBLZyBsOTUDELkCATloKIxNXRuzhvfT0u4QOzeXahK7bNoVC+2oIq172ag9S50KjdlpaGtJpFjm0UV26cJI2YsrJZ9OJuRgydxY++RfLJoGvK+BNxOprHkv4/R69H7GdS3drkkuCLqsc0ZuzaK9/pINXqoCQT1h4om6XQmitmyT4322vHHAYrMnq59IkfWu6NqLP0y5VTfLJm6OrTh7xPEiy98Ss/nHifbD9wNEns/Xsq6f35wddcccHaSzvJgt+TU2B6vbYTIEQjKQaFZu+atKWZrpGVZe20aXmvtLBTrzUox5Zd7E4PBQE5ORaacXzm1um7R77oRPPveV+Q38kBnltnz8RIOndnr6m7ZcXrU4/Jgy6MmLDk1ghA5AkE5cMnF0IpN5FQ22GadxT5VvHY+86q2e5XJcPWKVv7991/efPNN3nrrLRYuXOiQe69U6qglpyg+Xn5Mmf0pBj8Nnvkafpg/i4sZia7uFqqqEuCK4Soxu6pGESJHICgHrsxYrNgtOdfYcJWVWm/JMZfPkrNx40bMZoslMDk5mejosqMG19Xhqivx9vXn3hlvUaBX8U2T+Pi1JzEYy28BczYbL2fSeccRpp+6AMDlAiFy6itC5AgE5cA2dl/eJJ1F2bZtGyNHjiQ8PBxJkvjpp58c1q9atYohQ4YQHByMJEns37/fYb3ZZCIzL5+3lq8gLCwMLy8vunXrxg8/FPdv+PXXX+nVqxceHh4EBwczZsyYCve3tmC/BdTWm4FNf5TTkuPr6+ic7O/vX+Y2tdyYVSEaN27FoKnPYJZV/OILePvdJ1x2o3/xxDmSiwib03nlO4fOQIicmkWIHIGgHNiGq2xJOitCTk4OnTt35qOPPip1fd++fZk/f36J6xWziW/+OcD5i8msWbOGQ4cOMWbMGO68807+/fdfe70ff/yRCRMmcP/993PgwAH+/vtv7r777gr1tXZhuxnUVkuO5a283Rs7dizt27enRYsW3HPPPbRtW3beosIo2fXjhnhdt0G0ufs/ALhHJ/N/K2a5pB8eGsdbX15N+sdItfx3Xc+4Nj0ZBYIKUtEknUUZNmwYw4YNK3X9hAkTADhz5kyJ680mE2cvp/Hcf0bTs2dPAGbMmMF7771HdHQ0Xbt2xWQyMWXKFN566y0efPBB+7atW7cudz9rHfbZVbX0ZmDXH+UTIEFBQdxxxx0V24XNSbUePfWPGvkwn5w/TfaWQ2T/uo+fwz9n9MBJNdqHj9o2YeapCyQXGDmbX0Ce2RKosyZSrxQOQVb7rgQIS45AUC40koS/1uqXU4khq6qgmEw0Cw5k8z97SU1NRVEUVq5cicFgoH///gBER0dz4cIFZFmma9euNGzYkGHDhnHkyJEa7atzcW6cnL/O/8WcnXP4+tjXmBQnnMOauFnV0xviw4++jqlNMLIqcXTpd+w9sq1G99/F15Nfurdkc882ABhVlRxzzYhpyZpbTMTJqRmEyBEIyol9hlVBzU4jN5tM3Ht9VxRFJSgoCL1ez6OPPsrq1atp0aIFAKdPnwZg9uzZzJgxg7Vr1xIQEEC/fv1ITU2t0f46G2f4Luy7uI8n/nyCH07+wLx/5tH1y65V75gtoXUFhy8rto/64Xh8JbIs8/TLC8kN1eFmkvn9nTc4f/F0jffDUyPjYRUdNRUDS/jk1CxC5AgE5cRV08jNJhPrDp8gKzeXjRs3snfvXp599lnuuOMODh06BIBifSqcPn06t99+O927d2fZsmVIksT3339fo/11NqpadVF57PKxSm9rzssjaeNSjr88lqOP3cLRBwdw9IEBSLmW77xan8jrqcgB8NB78sgrH5LnBZ45Ekv+9ww5eVk13o/CmZM18/BiG4IUIqdmECJHICgntiSdlZlhVRUuJCXxd8xZZk55koEDB9K5c2dmzZpFjx49+PjjjwFo2LAhAO3atbNvp9frad68OfHx8ZXet9GYydmzi4mL+wiD4WLVDqSiqLYn3qo3dUuTW2jgWZjzaWK7iWXvXjFzefWz5ExuivsXL9PGbQMtfffS3PsAjbWHCeuQgUdQAW6B4VXvYCnUhI+IKwkNjmDUCzMo0Cl4XzKzYN7jdsFeU9T0w4skHI9rFOF4LBCUE1uSzpoersrNywNAd0WcHI1GY78hdO/eHb1ez4kTJ7jhhhsAMBqNnDlzhiZNmlR63wcOPkhGhiWey+m49+h9/Z94ejatdHuVwgk3g1CvUH75zy8cTjlME98mhHqFllpXyU0ha8dsdPt/ICg7D4rkldR5Kug8FQgwAQY0LVWe+eQwTf1O0jTUk84tNLTu1gu9f1iV+2yh/lpybHRqcz0JD0/g0KIVuJ9IZ+H/vcjkJ96qsf3XeJJOu09O/T2ntQkhcgSCclLZJ77s7GxiYmLsy3Fxcezfv5/AwEAaN25Mamoq8fHxJCQkAHDixAkAwsLCCAsLIzwokGBvT17/aBGRXa8jKCiIn376iQ0bNrB27VrAEoPlscceY9asWURGRtKkSRPeestyo6jojB4bimK0CxwbObmxVRY5qqqimI2oWDOuqwqqakZVzNbPikMyUmc5HnvqPOnZsOfVK6WdQX6/M37WRZNG4lKqLyaDG+5aI/lmPQEt/PHOtJyjk0TwpyYUsoFs0JwyM3v2Y3QznIRwbzSRobg1a0ZBRCQpsg4/j2AkJCRJRpKt7wH++DZvTcPAxsUtN9ZlqR7fD2PPHSU5MZ7LTbWExJkxbD3GJ4lP0DAgssjvw/pbUVT7MqpqEfmqgmXRWq5Y69te1mWAwEaRePsHWNdZtjOERIFPCDu2bcYn9YLFwmJtj6LtWF8oivW3a122/o4BvAICuXniw+j07qUeb+HsKmHJqQmEyBEIykllk3Tu3buXm2++2b787LPPAjBx4kQ+//xz1qxZw/33329fP378eABmzZrF7NmzkVSFB2/syd5sIyNHjiQ7O5uoqCiWL1/Orbfeat/urbfeQqvVMmHCBPLy8ujVqxebNm0iIKAwY3ZFkGUdYWG3kZS02l7m59ulUm0VZdPmqHLV03nbPtXgzcCvsf1jRqvrOBj8KH/usMxQa6BP5Hb3n/HOKBy2+9I0GIBWagbZRjMJboHMvW4Cb21fSItjCajHsjBgEbhBpexSBdKAGH+Z7AbeaN3cLZYbsxn3y9lFatU/tu7+hR0fLMLNJBNSpDz7ZDynqPwwa2mkxJ8pVmboOxw6hnA6/hyH92ys8j5adO9Ji+69Sl0vHI9rFiFyBIJyUtkknf3797/qBW3SpElMmjSp1PWK2UyIjxcfTHuWdjcNKLWeTqfj7bff5u23365Q/65Gu7Zv0jBsDIpaQGBAX2S5ZlNLGHP0hHe7seZ2KBe6KWpSz9Au51WaBGSDYiY8OxNthooiS+QGhjFXfow18S0BePHeKPq07MgdC7/mcHIYcwbfx9ImR9CdO4Mp/gJxcalorVrNZpWRAB1a/LLMeOarhKQrhKRnApnFuqUE+hUrq+ts+Ot79i36HDezTI4vSAGeqIAmswBvsx4PnQdIEpL1hSQhITmWyZYySZaQkC3LRernZWaQeSkZAK1eT6teffEJCgbbNpJEvEcI/wL+HbpwQ4twh/Y//2E1m3fu4uyFC+jd9HRq24YpD06iWePGSBKYzAoffb6c7f/sJf7cedy1Gv7KNLFwyVLCw4v7aqmqyqz/W8K+Yyd4K6o93Yf/B7DEyPrf//7Hpk2bSEpKIjw8nHvvvZfp06fj5uZWY+ekPiJEjkBQTlw5uwpAdkGCTkmSCQzsUy1tNwl5k7DGva1DNxpkSQOShCxrQZKRJBmNVo8s1+z8CINei95gwjvlEt44WmCyAwLQ3fEV3uF9Sf7sC3u5eXc6l7/ayxueEUz0SOFSXjDzDC358pV5aDQamhtzuZAZy9bYFaw4tY7LJgU3CVYMXkib0BvITU7kzOG/SY09SqYhE1nWoNHq0Grc0Hl60X/4/cX6WZdZu/ELjiz5Fp0ikR3uxtRXP8PPJ9Cp+zj+91b+WPQ+AMGNm3LbC6/gG9KgWL1j5y/x7akLaCOa0KtDf4d1Mxd+ygvTZ3DddddhMpmYPn06U/83j6NHj+Ll5UVGRgbn33mf1+e/QeLfm4k9cpCt8fGMGjWKvXuLZ1tfsGBBEUtOkb4eP46iKHzyySdERUVx+PBhHn74YXJycpz60HItIkSOQFBOXJWkUzFb9nf5wrka3W91YcrXonU34e4RhLdf9c1MqiwZw18k78gKPL2ao9MFIkkay8svEu/rnkfSWJ6sDydaxNfwJmdoE9MBAL9cT2Z4KfxXMrHjXDivrf6aWWMn4KnzpGVQR1oGvcEdHf/L/WtHcCo3j//bN5f3h/+OV2g47UPvgIEuO+wa48e1/0fsil/QqhI5jT147tWleHn4OK19VVX556fv2b7SIkKbd+/J8Keew83Ds8T6QfaHl+IW2nXr1jksL1u2jAYNGrBv3z5uuukm/Pz82LBhg+W4Yg5jSgrgpTvu5q7HJhMfH0/jxoXDnwcOHODdd9/ljSce5p6XZzmonKFDhzJ06FD7cvPmzTlx4gSLFi0SIqeKiCnkAkE5qUqSzqoQ2twyJLJ79Xcc/POPGt13dVIbfBJUVcFQkEJW1lHOX/iaf/aM4lDKJ8SE5nDQ+xCxoXlkdxyAx4A38Ll+ul3gAMjWcacRTVogF7mU9shpyhN9Lb+RX44Ut775eTTgyS6TAdiVeh6DMbtYnfrKVz++y+kVv6BRJXKjfHjhtS+cKnAUs5mNn35sFzjdR9zG6OemlypwoGKzqzIyMizbBBa3OtksrVlZWUiS5JCANTc3l7vuuouPPvqIoADL0GNZv/+MjIwS9yOoGELkCATlpCpJOqvCjXdPou2NN6MqChsWf8j2lV/U7ZDwquvjhBQUpBAT8wbb/+7L9u29+GfPSE6cmElW1hEkyQ0fnw6ARHr6Pxw/MYO/tl/PwUOPk5y8DrPZMWO1NtwT75si0AS6494uiIYzetGvTXMAjErJl9h+ze/CW4ZcBaLP/1bdh+uAYjCh5NesUAdYsuI1Er/7E1mVMLQNZNqc5bjrPZzWfkF+Hqvmz+bgn+tAkhjwwGP0n/Agsnz1Yd6AclpoVVXl2Wef5YYbbqBDhw7F1kuyBqPZzIJPl3L33Xc7ZJ1/5pln6NOnD6NHjy6X43FsbCwffvghjz322FX7JCgbMVwlEJSTqiTprApanY5hTz6LX4Mwdv34DbtXf0f6xSSGPj4VbR12Siwqcs6d2syZU98XRjdWVcvUcfuNQLVooyLL9vKiNwtJBRQkSUWrdyMoIgIkyxR1VDOqakZRTaSl7cJovGzbCDe3INz14YSGjiAs7Dbc3ALJz0/g4sVfSLq4huzs41y6tJ5Ll9aj1frQIGQYEhYh89/Vl+gWfhKNP0gGkL/dSXyaHghAVUsO5qfV6AjSe5Cdl8fF7Lgqf5flJWvreTL+OAOKikeHIALHt0HSVv+z7sIlL5O3/iASEubOYbz44v+h0Tj39vPr+29y9uC/AHj6+tF1yIhybRdYZLjqakk6J0+ezMGDB9m+fXuJ6xVVZcXOf1E8vVm4cKG9fM2aNWzatIl//7X0zR7xuJRZgwkJCQwdOpQ77riDhx56qFzHICgdIXIEgnJiS9KZZjKTaqo5kQOWaad9x92DX4NQNiz+kBM7tpGdmsLo52bg4eNbdgO1kkJxcvjIs7j5Fp9VVBXMQEJi6eu9vVrTrPkUgoP6I8v6Yuvd3cNp0uRRmjR5lOzsEyQl/UzSxZ8xGJJISPwOH7cnAcg0uLMlrmGJ+/DQGUvdv5/OHfLySM27VKHjqixKgZmMP+LsM/LzDl/GmJiDW6TzhouuRFVVFix8BmWbZRq93LMpzzzzQbU4kxeNlFwR8W8bhrYl6fTWFrf8PPXUU6xZs4Zt27YRERFRbL3RaOStFStJzcllxbvvOFhxNm3aRGxsrH34yibKp7+1gHW7o9myZYu9bkJCAjfffDO9e/dm8eLF5T4GQekIkSMQVIBAndYicgrM4FXz++/QfxA+QcH88u48Lhw/yjczn+O2abMJCKt9DrylYhuuKnJTkjQFAJjSI9FIftZAv5YboSRJVj1ky4hpe9K+8h1rPQ1piYkYcnKJ6t6HBk1bIEnaQgdiSYNOF0BIyFA0muLipiS8vVsTFfUCLVo8R3r6HpKSfuKB9l9zMKU9JkWDosoWq43shadXG2TZC0WFwR3blNpmkN4HSONCds2ky5A0MrKHDiWnUHhJ+uqbsWdWzLyz4Ek0u88D4H5TG5544q1qS1UxZtps4g8f4IfXZlTI38tTUyi4LhtNDiJHVVWeeuopVq9ezZYtW2jWrFmx7Y1GI+PGjSPh0mUe7dcLP2/HC8O0adMcLDI7V33LI7Ne46mJ9zLllTn28gsXLnDzzTfb887V9KzC+ooQOQJBOUk3msiz3pgzatj5uChNOnZh/Ktvsmr+bNISE/hmxnP854WZhLdq67I+VQS1hE824dM86mladhpT5X38OPcVkg5E0+W6kTRr5rwpS5IkExDQi4CAXrRqNZv+l7eQdPEnUlK2oKoF1lpr8ffvSVjYaBqEtC61rdZ+Tdl8KZ7jGWed1r+r9l0jETypPZkbz6Kq4DuwMboGpTvkVgWzYuaNNx5Cv99ipfId3I2HH3y1WvZlQ5Ik9FdxMC6NooJoXUoGj0YWTjN/8skn+frrr/n555/x8fEhKSkJAD8/Pzw8PDCZTIwdO5bo6GimTbqX5CP7SU5JISkpicDAQNzc3OyRy21c/Mcy3BUaFGgXTQkJCfTv35/GjRvz9ttvc+lSoXWv6LaCiiNEjkBQDlKNJsbvjyXBYCRQp+E6P++yN6pGgiObcPdr7/DTm69y8XQM3736MjfcOYFuw0eX6WjpemyWHHPxMidkHLc0V/2JLTUaPQ0aDKFBgyEYjRkkJ/9O0sU1pKfvtr9OnJhNcPDNhIWNLjYs1iNiEMRsIyY7DbO5AI2m+v2r3CJ9CL6/uNOss/n4kxfR77+EikroqBuZcM+0at8nUCRre/k3yTAV/uZmxSRQoKg82bgBsiSxaNEiwBLQsyjLli1j0qRJnD9/njVr1gAwef47lpW//AnA5s2bi21n6WJxx+P169cTExNDTExMseGw2jALsS4j7GECQRmkFJi4Y38MB7PzCNJp+bFLFMFurn8+8A4I5M5Z84m67nrMRiNbVyzl29kvkZ16ueyNXYlqeyvieGlz0K2j+Xx0Oj8aNRpP925f07fPX7Ro/jxeXi1R1QIuXfqDQ4ee4O8d/Tgb/xmKYhku6tpoGDrJMsPqn/hVLj4C5xBz5jBzX7kX45bjAPgP7VFzAqeS+Ou0rOveih6+FivQ66cTuffgaS4XmIrlrbK9bBHKmzZtai/745MPeHvccHb88DWqqpYocMAict4eN5wbu3e1l02aNKnUfQmqhhA5AsFVuFRg5Pb9MRzJzifETcuqrlG09XbetNeqonN3Z9R/p3PLI0/h5uFBwomj/LLgDVd3qwyKP8na50o5y5LjQtzdw2na9DF69fydntetpXHjh9G7hVJQcImYmHns3TcWgyEZN6071wVYhiKe/Ot1Tl+OLqPl2ktWbjrz50xi9Ysvoj+RjoqK+01teOj+OWVv7ETsVpIK5vrq4uvJL91a8m7rSNxliU2pWQzae4J/0ssfw0i2Zxe/ulCXZJG7qiYRIkcgKIWLBiNj/o3hRE4+YW46VneNorVX6dmFXYUkSXQaOISRUy1PzCnxNTcluSrExD/PH7+14Y/fWqPzygFAUeq+yLEhSRI+Pm1pGTWNPn220rbNPLRaf7KyDrMvejyGgst0CLDG01HhqQ0Pu7jHlefDd6agO5qCjEROQzeuf+5JnnyybkXqlSSJu8OD+L17K6I89SQajNy2P4aPzl5EKYcgkazDxGXGsLJNIRcip0Zwvc1dIKiFJOQXMHZ/LKfzDDTS6/ihSxTNPMs3E8dV5GSkA+Bf22daGYOB82jdzVgmeltQTBLBDTu7rFvViSzrCA8fR0DA9URH38O+1HPM/L4fyaZC36HWfiVPQ6/tfPX1m+gPX0ZFJWrSbfxnWC2I7VIFAdHW24M/urfihZPn+fFiGq+dTmRXRg4ftG1sj6lTEjZLTmz0HrLT0lBVBVWxvBRFsQw/KWYuna0bDyH1BSFyBIIrOJ9fwO3/xnA2v4AIdx0/domiiUftFjgAx3dsA6BF954u7snVGTRqPQmnrQHVrJmlJUnCNzgKX//iMUgqhfUmV13TlSuLh0dj2ndYwEu/TCTNLOEuwcjIHjzSYw5hPo3LbqCWsWnrDySs2YqMhNwvyvUCx0nn20ur4aO2jenj7830U+fZeDmTQXtO8En7plznV3LsCHdvS7yhS2dOc+nM6TL3UXfjW9UthMgRCIpwNs/A2P2xnMsvoIm7Gz90jSLSvW5EFU6JPwNAsy49XNuRMtBq9TRudQ1koiwFf7/uDGs6mK9jN+ClD2RKnwX46f1c3a1imMxG5j47Do8ky9T4wqhEjkJCRiK9kZZZj75Twz2sXiRJ4p7wILr6evLw4TPE5hm47d9TvNw8nMciQ5CvEFRdh45Ep9djLDBYZjhKErIsI8my/V2SLO96T09aXHe9i47s2kKIHIHASlyugbH7Y7hgMNLcQ88PXVoQXkcEDkB+VhYAnn7+ru2IoEye7T2PXSmxnM44zfx/5jPvxnmu7lIxYuOP4pVkBK5uHTHoFG5/fBpaJ6dpqC208/bgjx6teP7EOVYnp/NqbAI707P5oG1je7RkAHdvb3qMrHqMJ4FzqZ+/SkG9Ictk5mBWLrJkeX60vyQJ2foZyfJ0KUvYy2z1ZWs9yzpLHcdyS70zeQYePnKG5AITzTzc+LR9E3SyxKWCItFhr7jY259spcJ+yZKEpJjRK2YkSUKSNZa+yrJlaKaahk9UVcVksvS1LuezulbQa/T8r+//mPD7BNaeXsvgJoO5ufHNru6WA4kXzwCQ56kyce77lkLr79eWf0mWJPx8gpyaSbw24q3VsLBdE/oEeDPj1AU2WIevFrdvSnfr8JWqqkVyrtkci1UsxYplCFW1zPzSaLVotDWXFuZapkoiZ968ebz88stMmTKFBQsWAJYTO2fOHBYvXkxaWhq9evXi448/pn379qW2YzQamTdvHsuXL+fChQu0bt2aN954g6FDh1ale4J6wOjoUxzNya/RfcblFTBw78kqtdH18C4GbV9brNxirpYKTdeS9bPsKIjsAkmW7HU8/QIIb9WGRm3aE96qDZ6+hUMcitlk90ORNbU9GGDNce7oIcxmE7L1u/X09aNxpy61ImBip5BOTGw3kWVHlvHqrlfpFtqtVg1bJV88B4DZW0dkwygX96Zi5KSl8ckTk6zCwjqhvEjcGfWK8hLFiVJYVjRh7F0BYfw8aCwX/IIZuec4N/2znh4H/i7D3uWI3tOLcbPm0aBpcycfueBKKi1y9uzZw+LFi+nUqZND+Ztvvsm7777L559/TqtWrXjttde45ZZbOHHiBD4+Jav9GTNmsGLFCj799FPatGnDH3/8wW233caOHTvo2rVridsIrg3O5Fv8AXSSZPeNUVFRVHueQVTr05KC7WHJEmZOUQvrmq0XNEu59bO1/MoJn7ZM41XhbKOSL16qqqCaAXPFp0qnJyWScOIoe3+xBI4LDI+gUZt2NGrTngbNWtjrHdu+hW7DRlWq3/UFWWu5tB3evIHDmzc4rBv57Eu06tXXFd0qxhNdnmDzuc2cyTzDm3ve5PUbXnd1l+ykpVhyaml8ak9cqLLwCQpGq3PDZCwg+3JKtewj5NJ5JvywiPX9RnM8qhNbeg/jXMOmDNu8Cg9DXrnaMOTmkBwXK0RODVApkZOdnc0999zDp59+ymuvvWYvV1WVBQsWMH36dMaMsYxNLl++nNDQUL7++mseffTREtv78ssvmT59OrfeeisAjz/+OH/88QfvvPMOK1asqEwXBfUE25PX373a0NjJM5wOZ+Uy7kAsqUYzHb09+LZLi6tOES2pXyr2Bz1UYPX+gzydoaLVanlq+ffWKaSqJf6LqlqnklrK1CLTSi3vjtNNLfXN9rrpFxO5cOIoF44fJfXCOVITzpOacJ5Dm9Y79C014YJTv6e6SM/Rd6DV6ixDeNbvPTkultyMdHLSUl3dPTvuWnf+1/d/3Pf7fayJXcOQpkO4KeImV3cLgOw0S+RsvX/dmQXk6evHwx8vJfNSsuPwcJHPku2zvcwy3mz7bHmzzPqz1ZFsY9IUfn5KhW9Sc3jtQhqxTduy+tFZfNg8hK7eHkW2t1pvi7T5w9xXSDhxFI1WeIvUBJX6lp988kmGDx/OoEGDHEROXFwcSUlJDB482F6m1+vp168fO3bsKFXkGAwG3N0dg6x5eHiwffv2UvtgMBgwGAz25czMzMociqCWY7OoONuX5UBWLnfujyXdZKaLjycrOzfHv5wCp2h/7L2yftDY43NIuLk79wm4UZt2tO9nmZWUl5VJwsljXDh+lISTx7gYF4vJYMAvNIy+4+5x6n7rIo1at6VRa8eEpWvff5MTO7bVuiBsXRp04b5297H86HLm7JjD6v+sxtfN9cIiPz0Dd8ArINDVXakQnn7+NeZ8/0hQML3DQnj4yBnO5BUw7kQiM1uE80hESKnXLJ3e8rBWu36F9ZcKi5yVK1cSHR3Nnj17iq2zZWgNDQ11KA8NDeXs2dIz7Q4ZMoR3332Xm266iRYtWvDnn3/y888/Y76KSX/evHnMmVOzIcMFNY/ZeiVwZmju6Iwcxh+MJdOk0MPXk687t8BX6xwfDduFS67mS5iHjy8tuveiRfdelv1aLT3uPr54eNdvJ9DKYr/p1DKRAzC562S2nt/KmcwzvLXnLf7X93+u7hLmrFwA/IMalFHz2qajjycberTm2ePn+OVSOrNiLLOvFrRpfPUHp1r4O6yPVOjece7cOaZMmcKKFSuKWV6KcqWCVVX1qk/i77//Pi1btqRNmza4ubkxefJk7r//fjRXcaB86aWXyMjIsL/OnTtXkUMR1BEUq1jQOMmS8096NuMOWAROLz8vVjpR4ACYrQkmpRq+gEmyTEDDRkLgXIWSsj/XFty17rza91UkJH6K+Ym/zv/l6i4hZVtm64U0iHRxT2o/PloNi9s3YV6rCNwkiXUpmQzae4LozJxidWvz77A+UiFLzr59+0hOTqZ79+72MrPZzLZt2/joo484ceIEYLHoNGxYGKI8OTm5mHWnKCEhIfz000/k5+dz+fJlwsPDmTZtGs2aNSt1G71ej15f+6PQCqqG4iRLjvFiMn+sWMlTnXqTp9XRx9+bLzs2w6ucAicx28C8HbFk5Zss09Aly9i9LEmFy8C5tFw0Jon8XCPvffk7GllCts6okiUJjSzRqIE/w27sag8DL6ghavnNpWuDrtzb7l6+PPols3fO5qfRP+Hj5hrRqqoqbnkqINEwtIlL+lDXkCSJ+xsF090aPPBsfgGjo2N4pUU4D0UEO/gHCWqOComcgQMHcujQIYey+++/nzZt2vDiiy/SvHlzwsLC2LBhg31WVEFBAVu3buWNN8rOjOzu7k6jRo0wGo38+OOPjBs3riLdE9QzVLUwl/CV0UUrypq3F/DfgaPI1+rofuwQi5qH4NW1/NNin1t/jL//KZ9Drw7IA963l1w57JrEB6a9jBpYu9Mv1DfqwhP0U12fYuu5rcRnxfP23reZ08c1Q/JpGZfQmi3fV0TDFmXUFhSlk48nG65rzbPH41l7KYOZMRfYmZ7Ne20i8dNp7X58tfl3WJ+okMjx8fGhQ4cODmVeXl4EBQXZy6dOncrcuXNp2bIlLVu2ZO7cuXh6enL33Xfbt7nvvvto1KgR8+ZZonzu3r2bCxcu0KVLFy5cuMDs2bNRFIUXXnihqscnqMMUndpdFYmzJTWTZ275DwU6N3oe2c+rn7yLXIoTfGmk5VqmsiteWiIaeIFqnYpunVWF7bOqYsjNJSA/B09TgWVqu/Vapqgq500eGGQ9Fy4LR/maxi5yysoS7UI8tB682vdV7l93P6tOrWJwk8H0bVTz093PJcYAUKBT8PeuW47HtQFfrYZP2zdl6YUU5sQk8FtKBof35vFJ+6aFlYTIqRGcPofthRdeIC8vjyeeeMIeDHD9+vUOMXLi4+MdTPX5+fnMmDGD06dP4+3tza233sqXX36Jv7+/s7snqEMUvQbIlVQ5Gy9n8uDhOAp0bvQ+9C+zF7+Lu15PwD13l71xCXSJCmLNXZXPDTXw5a+IVfRVtkwJKkEd+c67h3bn7rZ389Wxr5i1YxarR6+u8WGrpIuWiSJGz9o7pGo4HUfKxx+jFhgIfOABPGtZTDVJkngwIoTuvl48cuQM8fkFjIo+xX/CWtCEfahiflWNUGWRs2XLFodlSZKYPXs2s2fPLvc2/fr14+jRo1XtiqCeoRS5CFTmUvtHSgYPHz5Dgapya7AfH90zGu1tg9BFRFR4SrqzTMuFw2+19+ZRX7GlIqjNlhwbT3d9mq3ntnI++zzv7H2H2X1m1+j+Uy4lAKB61c4UIaqqcu7xxzCejQcga8NGmn73LR5XBKetDXTx9WRDj1Y8e+Icv17K4PumnWh1i8wNat0Q3XUdcaUVVCuLFi2iU6dO+Pr64uvrS+/evfn9998BSzqPF198kY4dO+Ll5UV4eDj33XcfCQmWC6xt+rhaUMCLU6cSHByMl5cXo0aN4vz58w77SUtLY8KECfj5+eHn58eAO+7k/l0HKVBVRob480n7pngGBeIWGVm5mDvWvlTVGKBYL2yaypqmBJWmcAZ57X+C9tR58mrfVwH48dSP7EjYUaP7T79siXas9fWq0f2WG0XBlJjkUGS6dMlFnSkbP52Wz9o35bWWjdAoCidbdOBxAjlgnaYvqD6EyBFUKxEREcyfP5+9e/eyd+9eBgwYwOjRozly5Ai5ublER0czc+ZMoqOjWbVqFSdPnmTUKEtKApslJ+vjt/jl559YuXIl27dvJzs7mxEjRjjEUbr77rvZv38/69at46Wvv+OvfdFcfn0GY0IDWNTOkmyzKtie/asqTeyWHCFyahy7JUet/ZYcgOvCruOuNncBMHvHbHKMxacjVxe5aWkAuPvXnlxaRZE0GkKmTAGr24O+bVu8evd2ca+ujiRJPBQRwvPHt+OXmUaipGHkvlMsOX+pTgjvuoqIKy2oVkaOHOmw/Prrr7No0SJ27drFgw8+yIYNjnmFPvzwQ3r27El8fDyB4Y1QsrPI+/0nPvniCwYNGgTAihUriIyMZOPGjQwZMoRjx46xbt06du3axfkmLfkgPx6f/84kbfJEJst5aMsQFCO++ocjJ4uE+i+humJU7FnGq4LNCfnjnYl88c9XlqzpEmiwZkq3RJK3Z1SXJUuMIEkCjQQ+eg0v3d2fphGlh2QQlIxkjbtVF4arbEztNpVt57dxIfsC7+59l5m9Z9bIfg0ZWXgAvoHBNbK/yhD04AP4jbkN1WhE16DuBCxslpfJfT98TPT9z/E37kw/ZZl99W6bxk6N2SWwICw5ghrDbDazcuVKcnJy6F3KU1dGRgaSJOHv749ZVTGdPAYmE7cUSRUSHh5Ohw4d2LHDYsLfuXMnfn5+nGncksnH4lGAiQP74+fnx+6dO8vs1+GjKagGc+Erv/hLso6dtQ2rmgNooJulnUuSD6cVf2IUf06Z/Tlu9ueoyZ/DRn8OFfhzwODPvwZ/9uX780+eH7tz/diR48cfqd783081O3RRX5A1lsudYq47IsdT58mrfSzDVt+d/I5dibtqZL9KliXRpH9w7RbT2oCAOiVwwGJRdC/IZ6Y5lf9FNUInSay9lMHgvSc4KIavnI6w5AiqnUOHDtG7d2/y8/Px9vZm9erVtGvXrli9/Px8pk2bxt13342vry9n8wyY0y6DTofPFTPtQkND7WlEkpKS8AgMYurxeFTgvvAg5reK4NcGDex1rorVVPzUmHa0DPQqlnzTNsYU4unGDREBlfsSrCx9ZiS//rUfo8mMWVExKwpms2r/rCjWz6rjsqKqbDmby3n8MNahm3RtQpYtT8mKUvEM8K6kZ8Oe3Nn6Tr498S2z/p7FqtGr8NJVr6+MJscESDQIEdGOnY3dJ1BReTgyhO5+njxizX01Yt8p5rRsxKTwIKfn67tWESJHUO20bt2a/fv3k56ezo8//sjEiRPZunWrg9AxGo2MHz8eRVFYuHAhYNEWmoRcUKDLW5uRsekNlfNxKezOcGPL/I0k7ztDltFMMOB+MY9f953id+kUZ9Nyef/v06xcsNkekdgWqdj2jgSqYhmhurlJEN1CqzcxYlCAL/eNqlyW6Xte+4bz2aDTXN0Auzcjh6ePxXM6z8BdDQN5q1VkmUN2rsaUksLFefMpOHsW3xHDCZw40ekXedk6XKVcJSdebeXZ7s+y/cJ2LmRf4L197zHj+hnVti+z2YRbvuVzo4alR50XVBLZ0Tesm68XG3u0ZurxeNalZPLSyfPsTM/mndaR+IjhqyojhqsE1Y6bmxtRUVH06NGDefPm0blzZ95/vzAesNFoZNy4ccTFxbFhwwZ8fS1Cw9MMujwPMBvJT7qMId1AQbqBgvQCTBlpSFpfcny1KC3CUdIuozmTjbo/lZyUPLIu5WHMSsekeJGRlEt6Yg5piTmkJmRz+UI2KeezuHQui0vxWUiAKkFDr9qdJsRsdegpa2bWyyfPczrPAMA3ianMiS1fpGZXcnHuXDJ//ZX8w4dJnv8GCS+86PR92ESOWgdFjqfO0z6N/NsT3/JP4j/Vtq+kS+eQVQkVlYjQ5tW2n2uVkiJv++u0LOvQjDlR4WglWJOczuC9Jzgkhq+qjLDkCGocVVUxGCw3YZvAOXXqFJs3byYoKMheTwb0YVEga7m5wSW63dILDRKZl5OZ+VY8XV+azrG2/ug8O6HmZDPKfJFGo7pgVlTij+xnqSGHMeOHEhDZzB6dWFEtQz9mBVRUFBUURaV3ZAANvWu3yDFZr4k67dWfTa6cSeZRB3JkmdPTHZaN1jACzkSyfg/mOihyAK5veD13tLqD709+zys7XmHVqFV46jydvp8LSacBMOhV3N08nN7+tU5h5G21WPmjkQ3oYQ0eGJdXwIjoU7wa1Yj7xPBVpREiR1CtvPzyywwbNozIyEiysrJYuXIlW7ZsYd26dZhMJsaOHUt0dDRr167FbDbbfWgCAwNRFBVZ74VP51vYvOgNJvZqS2BgIM+9NY3w1m052rErEvD8Tb3ZMnQoOz58lU8++QRkeOTjVxkxYgSL7xvq2i/AidjiBpVlyXm7dSQvnDhPfL6BhyNCmNykdjuPAoRMmYIhJhZTcjJuTZoQ8eEHTt+HbQp5XQ6nf+Ww1fTrpzt9HxcvnQPA5CmGSqoDSb56KIPufl5svK41U47Fs/5yJi9ah6/eEsNXlUKIHEG1cvHiRSZMmEBiYiJ+fn506tSJdevWccstt3DmzBnWrFkDQJcuXRy227x5M226Xg9AyC2PcGvun4wbN468vDya9r4Bw6y30Wg0PN80jP82C+Phr77i6aefZrB1FtaoUaP46KOPavRYqxvF+uS3JEZm2YtruMEvhy9evqtYvbbeHvzSvWVNd69KeHTuTNTmTSh5+Wi8q8epVpJtwwR113Hb282b2X1m8+iGR9nz9wk+P/0L940f7tSM9qkplgcNqZZbNusq5UkUG6DTsrxjMz45d4nXTifwU3I6B7Py+LRDU9p7C+taRRAiR1CtLFmypNR1TZs2veof+oV0yzRWjU7Phx9+yAcffMCbcUm8d/YiGuDl5g152mqlCAwMZMWKFU7te22je6QPB2JUkCQUScPu9Pp1E5I0mmoTOFA0GGDdteQA9Anvw6SWD+C+szM5p2DRti1oeqTh20iHpJWQZQlZkpAk2fouIWH5jCQhIyHLGmvcJ9nqhC8hyzKyRuLSut1IgNe5fE79sx+9lzcNmkXg7unu6kOvF5Q3vYgkSTzWuAE9/Lx49MgZTucZuHXfSV5r2Yh7G4rhq/IiRI6g1mKzXGgkCVVVef10Ih/FJwMwq0U4jzeuW/ExqsorD4/iqYwstkef4Kk/LqKh7lokXEFpvhB1kWd6T+H/1q9DTbIID/PeANL2VqQF8xXvhUj5RvvnNe/YZnFp8PRvTq/bxtN1SE9xg60KFUwv0sPPiw3XtebpY/FsvJzJ8yfOsyPNMnzlLYavyqT2eyQKrlkU60VAkmB2TIJd4LzWstE1J3BsBPj54Gs1V2tEFuMKUZYvRF1ClmQefnkIbl6FN7m8gDTy/dLJ80snz9f68rG8cn3SyfVJs7y8La8cL9srlRyvNHI908lzzwTfG+xtShpfkHSAmdz0U2xe9hrLX3iLzMvZLjjq+kFlfMMCdVq+6NiMmS3C0UiwOjmdIXtPcjQ7r5p6WX8QlhxBrUVRLXFx8lr68sl5S/K9+a0imNSo9oaarwmMRhOAsORUELv1oY4PV4HFGrVx2VEKcsxotDLDn+xEZNvAatmXoiicPXiKbV99Q0r8Xi7Hb2PJ00e47YUXaNq5fbXssz5j9w2rYHoRWZJ4snEDelqHr2Ktw1evt4zg7oaBwrpWCsKSI6i1GM0KprZ+5EV4IgHvtI50qcApyDexfskRlj7/F+sWH6Igz+SSfsQnpgDgIdf9m3VNUjhcVffF4e41pzn97yVkrcTIpztXm8ABkGWZZl1ac9uLL+LmMxokLxTTZVbNf4ntK7/AZDSW3YjAjv13WElL7HXW2VcDA33JV1T+e+Ick4/Fk2Oqm6ERqhshcgS1EkVVeSMhGXNjb1BVFrRpzD3hQWVvWI0c3HSeU3sukpdlJDb6Ep8+s80l/YhNTAcgwvkhUuo1hcNVdVscHv07gX3rzgIw4N42NGpVjlQjl07C1+Nh6VA4+nOF9mcqMBP7bzLfzduDrG2Bb9iDNO7YG1VR2L36O756aSoXT8dU5lCuSQodjyv/OwzUafmyUzNmNG+IRoIfL6YxZN9Jjonhq2KI4SpBrcOsqkw9Hs+v6VmgqgSeyubOAdX3pFruftWSnFEF+fmAO3q9ztVdqVOUZ+pubScn3cDmL4/bl5t2Dinfhj8+AEmHLJ/jd8KYz6DTHaVWV1WVE7uSOLo9gYtxmfZJAA2a+DDkkQ74Bg3m1O4dbPjsY1LOneWr6c/S67Y7uX7MODRa8bu8GoWhDKr2O5QliclNQrnOz4vHjp4lJtfAsH0nmdsygrvE8JUdYckR1CpMisrko2f5PikNGdAdTMM7xeDqbgHQeUAkjdtZxFZQhDeT5vd1ST88PC2Oxzn5YpigQpRz6m5tRqOV8Q0unMqdkVzOsP85lx2Xs6+euDb6j7P8ufwYibEZKIqKh68bnQdGcttz3fANsvz+Wvbqw6R3FtLq+htQFYVdP37DVy8/S/KZ0xU6pmsFxWzmcuJx8s0n8G2chaoWOKXdXv7ebOzRmpsDfchXVJ49cY6nxPCVHWHJEdQajIrKE0fP8suldLQSvBzWgDf/uIDGr3bE53D30jHy6S6u7gYRgV4QbyK1QDypVQRnPUG7EndvHRNe68Pyl/8mO9VAuSeKDXkd1jwFBdnQ9Ebo8WCJ1S4nZPPbwoNkplgydHYb2oT2N4TjE+ReomXA09ePkc9M48TOv9i4ZBGXzsbx1cvPcP3t4+k5+g402qrfYhTFjGJWUMwmFLO5yMuEYlZQrVnlLadVtZxfh89W7xfreVeLvl/xOTX7D8zmTPTaJsiyZ2G7qmL1obG1p1rKVAClyH4s5WZTAdkZ58jNPUOBORFVcxmtZw4aNwX3FtC8BSg50cD9Vf5+AILctHzVqTkfxyczPy6RHy6mcSArl8Xtm9L2Gg8eKESOoFZQoCg8duQsv6VkoJMkPuvQlLA8ywVIFmZXBwL9vIF00owSJpMJrRNuJNcChcEA664lx4ZcUcHWYQy0GQFmA+h9iq2OPRbPypUrMSlGZHT46FrRql1zev+nRbmab937RiLadmDjZx8Ts2cXO777ipg9uxj2xDMEN2561W3NJhMp585yMfYUF0/HkHT6FGmJCZiNRhTFXKOz4bo8esx5jblZXm5FilRLLE8AAhv7O29fWK6TT9mGr46c5VSuZfbV3FYR3NXQtf6MrkRcHQUux6AoPHT4DBsuZ6KXJZZ0aMagIF/+jU8DoA7kl6xRBvTujH7zBjJlL774eRsP3D7A1V2qE9hnkNeDYICVQutmeZXAwT1HMUq5oAEzRgLbmBnySIcKNe/lH8Co/07n+N9b2bT0/0iOi2XFS1PpPfZurht1O7JGg6oopCUlkhR70vKKOcmlM3GYjBUbupEkGVkjI2k01pQWUqGlSQIJS3RnJMkSe08qXC9dUW75LFmD9BWKHGN2SRaQIg9cqlS83F4mI0teaDWheHo0wcevNUENOhMc3om4MwuIj/8MvVf1zBy43t+bjde15qljZ9mcmsUzx8+xMz2bea0i8NJce8EDhcgRuJQ8s8IDh+PYnJqFuyzxecdm9A/0BQqDAQpLjiOB/t4MDVf4OQmW/JPEpNsUp+Yuqq8oVl+c+vBdOcO4sXf7IX5bvwZFNlpuzkX+zNr2bIxGI1NQUEBsbCwGg4GAgACaNGly1TYlSaLtDf2JbN+JDYs/5HT0Hrav/IIDGzfjE+TP5XOnMeTmFNtO7+VFaPOWhDWPIrR5FMGNm6Fz1yPLGmSNBlmjRdbIls+yxj5Tztns2j2UnJxTdO26gsCA3tWyjyIhj6vc0rx581i1ahXHjx/Hw8ODPn368MYbb9C6dWu+6tScBTEXeOWVmSzavZ2PEy8Q5O/H0FtuYf78+YSHh9vbMRgMPPfcc3zzzTfk5eUxcOBAFi5cSEREhL3OyZMnef755/n7778pKCigY8eOvPbaa9x8881VPo7qRIgcgcvINStMOnSabWnZeMgyX3Zqxg0BhaZ02wO3RoicYjw/vh9r3/ubC5IfP23YzZgh1XVBrj/YHI6r6wZZo9juj1X40zh1/LRF4ABIjjfcX3/9laNHj3D27Fn7zCoAb29vOnfuTNeuXQkOdoxZlZ9jJPlMJslnM7l4Jou0ywPQeQZhzNtMVso5slIs2c21OjcaNGtBWIuWhEW1IqxFS/zDwmvFbCDJNhenjgxpbt26lSeffJLrrrsOk8nE9OnTGTx4MEePHsXLy4sHG/iwMuksFyc9Sk6TKDQ52excsoBRo0axd29hHpCpU6fyyy+/sHLlSoKCgvjvf//LiBEj2LdvHxqr9Wf48OG0atWKTZs24eHhwYIFCxgxYgSxsbGEhYW56isoEyFyBC4hx2RmwqE4dqRn46mR+apTc3r7ezvUMSuFaR0EjkSEBdM/MJ8/07xZtPW0EDnlwDZMVR9Eji2QnFQFlWO7eXkpAXQ2NsRP8eSo21nOaizRxePizhTbJjs7m7///psdO3Zw138eIPeSSvKZTC6ezSLzUvEYLVr3dgRFtiEv4yA5mTJafTh3Th9CcKRfpftdrVQxUF9Ns27dOoflZcuW0aBBA/bt28dNN92En58f/2zexKUCI5OPxrM1LYvUh54h5ol7ORF3htbNmpKRkcGSJUv48ssvGTRoEAArVqwgMjKSjRs3MmTIEFJSUoiJiWHp0qV06tQJgPnz57Nw4UKOHDkiRI5AUJRsk5l7Dp5md0YO3hqZbzq34Dq/4tmn7Qk6ZaFySuK5sX3ZtPhfTin+bNp5gAG9O7u6S7Ua2yyc+iBybPdgqQqHopEtl/8CxcwOt6NozB6E+YYSFRxMXn4OFy7G2+sGeKeTnuOHqhYmOf198QG0Zke/Er8QDxo09aVBEx8aNPUlJNIHnV6Dogxk7Yf7OXcsjWM7LnLjnbVU5NgtOdU3/VqSLOJSrYZ9ZGRkABAY6BhXLMRNxzedm/PB2Yv8b98ukCQeiEthaYMwLuzbh9FoZPDgwfb64eHhdOjQgR07djBkyBCCgoJo27YtX3zxBd26dUOv1/PJJ58QGhpK9+7dnX4czkSIHEGNkmkyc9eBWPZl5uKrlVnZqQXdShA4UDhcJXxySqZtiwh6ev3F7lxfPlh3RIicMqhPPjnOQJZtN1sFrdEbk1s2F3LOQHGXGdKy/S0fVAmt0QfPnAh8vfwJbeZLgya+NGjqQ4Mmvrh7lRwIUJYlWl4XyrljaaSXN7aPC6iKZazc2IbCqqJQS2pWVXn22We54YYb6NChuNO4LEk8FubP/321GOWWW4mVtAzde5JRx2Nwc3MjIMAxcnZoaChJSZZ4SpIksWHDBkaPHo2Pjw+yLBMaGsq6devw9/d36nE4GyFyBDVGutHE+AOn2Z+Vi79Ww7ddWtDZp/QZBmbheFwmU2/txF0/nGF/vi9/7dzPjb27uLpLtRb7dOt68HsqPJTKHcuypcs5Gx9nbQwk1SJ4JEWDolpuvu5ad8tKVCRJg582jHCfKCJbhdKkQxCB4V4V2r/e0yKADLmuyflWLmw+weUcrvojJYNZMRdIKTDxalQj7i5X6pnq+f1NnjyZgwcPsn379hLXG41Gxo8fj6cE+75azrTzaWxLy+bzhMuYVYuPpKemUHipquoQJfyJJ56gQYMG/PXXX3h4ePDZZ58xYsQI9uzZQ8OGDavlmJyBEDmCGiHVaOLO/bEcys4jUKfhu84t6HAVgQOFw1Xiwbt0evdoT7ffDhOd683Mnw/xZ88OaDTiz7ok1PpkyanizByzoXD7sKAGpKWlYgQMwC9RKwHYeddOvN28S26gErh5WIfH8mtzJF7bcFXZ368tOnuWNd3LsyfO0dxTz/X+ZXxndmHoPL+fyZMn8/OaNaza8Cf5gcFEZ+aQbVLINJnJMptJz8tn4eMPcSn+LGOWfsP8i1lIVjdrTUAQZmMBo7ftY13/HvaJHsnJyfTp0weATZs2sXbtWtLS0vD1tcx+XbhwIRs2bGD58uVMmzbNacfibMTVsAw6Lu9o/9zCr4VDrAX7P1uchSLlgOM6a+yG0uoXba9oXYc2S2ij6HayJNv7J0uyY12psI7D+ivasa0v2t6V+5EkCcUaAdQePdT6WbFHBrWofxWVXFXHLwV9uKz64U4+N6t/sfJARrF6V7Z3NCET9/AsYoB+y5fheFFQufIiYTc1S5ZVw7dfoFmKB25SIKokW8ol2R4bA0lCLfIZJJBty7b6RT8XbisV3U52bLNwnWxvzx6bQ7aUS7L1O5Ut8T6QLdNjJVm2lMkyktY6Vdbbh4Lu16PR65AlCY1sfVk/3zO4O9Grj3NGCuSdpb9w/5Cu1nNeZD/2z7K9H5Lt/Mpy8fqGLKT0OAhpg6TRImk0SLLW4k9g/77qFrYggPXBJ8f+y6/kaWgQ0IjzF8/gofqT8c93mEO6QbCMp1FLzwv9SXe/jEZ2bkwVN3dLe8b82mvJsV1DzEp+ueo7Q6YYFZVMk5lss9kiSkwKWWYzWSaztdwqVkxmssyK5d0qXjKMZmLffo3Mv/4k4N1PGZWYC4nHHdpXTUYy5ryI6UI8ge8uZlW+Cvnp9vXaVm1Bq+X4X1sx9+uORpJITEzk8OHDvPnmmwDk5lqGGK98QJBl2T4MXFsRIqcCxGbEuroLdQ5F9iW9wUuY3fyQzOl4XJzHNlNCubfXWf0TUyuyUxXCL6uM+Ks2PzFWjA86387vza4yg8oqOpafKEDeOLlKBnEZhWfa/l1mPYuhTcKsSqhYXhdDh9D4ya+rsPfqwz6F3Mm+EK4gN8MSPC8vs3L5j2zWvjwpHdpch8boBhgw6Q1EFgQRWRDE+ZMXadmuqXM6DLi5135Ljs0pODV1O6ENhl21rizBm60iee10AqlGEw80CibHrPDTxTSyzGYyTQrZVjGSaTLbLSspub1Ipz2GhEDyEg6QX4XglJkL5pL/5+/4v/YekqcXamoK3hoNvn6++Ht54YXK/hefRxtznPGfLCOkQSA+WhkvjUzD4GACPNzx0Wr4YOIkdnz6Pn/17UpgYCDPPfccHTt2tM+26t27NwEBAUycOJFXXnkFDw8PPv30U+Li4hg+fHil+18TCJFTBnqNHoPZwL1t76V/ZH+7tcGSo6Rw7NahnCLWiSJWitLqF11XmlXjyjaLtqHYcqeA3ZKiWJ9ai1pXirZdnvXFjqHIu2y1bhS1IoGjZSpH0fNFVjvMiic+UgH3B8XTINSS+bgk65Ct3NZOrsHMrrhU8o0KDX3drU+tEqiFVi7VFt3Ulp/G+r145JwA1pPjLnHptkcs6605aFBVUFTLk70tL41itQwp1jLF9p1a6lq2V63bF2nH3pbVd8HarmSvryLZ6hUps7evqqiKimQLX68olrYVBUlRaJByAf+sy7TTG7kQ4YdZUQtfqopifTebVXIyM4k0X8LTz9/SPoXHoVqP0fFzYR+KopQzb69l0puKXCTGim/StnJt6wrqS5ycgiKWEA+fkiMYl0WzqEj2HJZBUkBSMbsVT4KbEJ/kVJGjK2LJKervUdOoqkqeotqtIUUFyEl5MAmEo8mMwj3mAtkmq1gpwcqSbXa0YCw8d4mF5y6Vowe+IPmCAkVtQZ4aGR+NjK9WYxEqWg3eWsuyj0aDj1bGx16uwVcrc/Oa7wFIe+ZhezvJWKaST5o0iTNnztBsy0YAlv9nqEMvNm/eTP/+/QHo8dGHPP/884wbN84eDPDzzz+3hxkIDg5m3bp1TJ8+nQEDBmA0Gmnfvj0///wznTvX7gkPQuSUQZvANhy4dIAeYT3o1bCXq7tTZ0jIL2Ds/lhSFAON9Dp+6NKWZp49K9zOo10rt/8jW1YD68nzkBk2a2rlGqkFJL36Kmlff8P46yJ5avIN5dxqcoX2oRYRYDYBpHw5EvncLoxD3sLcegSqYk2EaH83W8uMqCYj2Xu+I/zE/6HU4kuK7UFAquMhCRRz4Y0xKKJyPjPtukbxXIvn2PvXIbbs+b3EOllZJUyzqgI2S46qgqlAQaev+HBYgaI4CI2KDO0UtayYSjWe9ASpp2WGWU55BAu4SRI+WosI8dUUChCbUPHRavDRyNY6GvJSN5KeuJzIoF50afWCXdRoK/G7LCt3WdOmTcuV38zd3Z0PP/yQDz/8sNQ6PXr04I8//qhwH11N7b0i1RLsfh51IzZUreBcfgFj/43hbH4BEe46fuwSRRMPfY32QTGbkAGljt/Q7FRjkkKHXD5YbzxWfwydbwi6QEv4d0NuLusXf0j8of00bt+JIU9Mxc3dkt8n96RlRoci1d7cOPVlCnnR3FtVMYZ4+3rSf3gv2ndvxeWLqaz95XfMZoV8oxkFHak+DZzQWwtmVSVXVsn0ksnXSuxIycTkrikmQGyOslkmi0DJNBdaWbLN5ioN7VyJDPhoNXhbrSc+Wg06YwJKziGCPIJpHHKTRaxorWKliFCxiBnLdvoK/p7OGtKJ4RhhutY0ruHr4rWIEDkCp3I2z8Dt+2M4n2+kibsbP3aNIsK9cib1qqCYLOHq677Icf5MjHKhWIdEioiWvWtXc3LnXwCc3P03J3f/zX+/XWvpndES7dYslRwnpTZQOFxVe4VYebDrXanyU8iLEhIWQEhYAG06T2bUR9s5eN4SUI4t8Zi8vbizdxOHmTpFP9usKRYxUo6hnRH+AHxy8myV+uypsVhNfIpYTMoa2rGUF1pcPDVyse/v3Lm/OXnqPRr4DKdj1Pgq9bFUajCruqCKImfevHm8/PLLTJkyhQULFgAW89mcOXNYvHgxaWlp9OrVi48//pj27dtfta0FCxawaNEi4uPjCQ4OZuzYscybNw93d/eqdLHK2OMECFNOmcTlWgROgsFIcw89P3RpQbgLBA4AZstNWtHUcZHjqllM1ujAyIWXCFvE4JJQTRYHWLUWW3IKHY/r9m/CPuxWxnFcObRTbDjHuq5o+eHG7hga60Ejoepkphdk8vK2Q07ru0ZR0ReoBHm7EeCuu+rQju8VVhbbusoO7ZQLu1N6dV7vbSk56rZFsa5QaZGzZ88eFi9ebM9jYePNN9/k3Xff5fPPP6dVq1a89tpr3HLLLZw4cQIfH58S2/rqq6+YNm0aS5cupU+fPpw8eZJJkyYB8N5771W2i4IaJCY3n7H/xpJUYKSlp54fukQRqnfdU71isoqcOm/JcRG2kPO7F0FaHIR2oPvw/5AUe4qzB/8lLKoVt73wSmF1o8VxtU6InFo+XGVWVavvSFGfEsU+tJOUms/uDh4YdBLHj5117tCOj+MtwdZCSUM7NotJoaNs2UM7P/5vD2mJOYye2oWINoHFdu9qbMIjOfk3TsU0Kpao0zJJxBYmQykymcT6UlUU1YSqGFFUI6pqsqZvsPq9oXL58mbrzmr377C+UCmRk52dzT333MOnn37Ka6+9Zi9XVZUFCxYwffp0xowZA8Dy5csJDQ3l66+/5tFHHy2xvZ07d9K3b1/uvvtuwOIsddddd/HPP/9UpntOxT6LR1hySuVETj5j98dwqcBEay93fujSghA31w5bqKbqteSczMln8rGzHMzK4/bQABa0aYyuPgkqmwUnbpvlBXh0Gs/Yqa/DniWQcQ42T7fOMjPT6Pi3lvq1WeTYImhXk8hRVZVcRbliOKeoALEM5zg4zRad4WO1puSYyxF3pL3FF2pPUlqZVYsO7RQVJ0UFSNGhHW9ZxksjEeCmu+rQTmWwxcqprdPINZrCFDPx8Z9W6770biHV2r7AQqVEzpNPPsnw4cMZNGiQg8iJi4sjKSnJIdGXXq+nX79+7Nixo1SRc8MNN7BixQr++ecfevbsyenTp/ntt9+YOHFiqX0wGAwYDIXTHjMzMytzKIIqciw7j7H7Y7lsNNHOy53vukQR7OZ6Vy+byFGrSXjMiUngYJbFD+XHi2kkFxj5vktUtewLyp5F4XQGzYF/V1h8cw59Zyk7uBI0Wkt5KRRonBch19nYg5aV8ARdmaGdQkfZQrFiduJpKm3WjjZf4eK/KbgZVW4e0dx1QzuVwDajqrYGBGzQYAgGQxJGo1U8WoOEWh52bcFGZXu4V6xBVa0OUoCELOmQZC2ypEWStNY61iCc1roajQfBwQNq/gCvQSp8N1q5ciXR0dHs2bOn2DpbMq/Q0FCH8tDQUM6eLd3RbPz48Vy6dIkbbrgBVVUxmUw8/vjjVw0VPW/ePObMmVPR7leaGr/J1AEOZ+Uy7kAsqUYznbw9WNmlBYE61wscALPV8VitJkvOlc1q67ifRzGa9rW8AGI2QJ71ou9TJEfNwFnWKNAy544f5ejuvdB+CE1qsJslDe1kmpXiAsRk5kRwc5KG3M3v/k2Q956o0Vk7lRnaKW3WTlZqPl8siUejk3nsydAS69RGVFUlO83yYOrmWTsd1DUaT5o2fdzV3RA4kQrdkc6dO8eUKVNYv379VR2CrzRrlhX4acuWLbz++ussXLiQXr16ERMTw5QpU2jYsCEzZ84scZuXXnqJZ5991r6cmZlJZGRkRQ6nXNR1J8XqYn9mLuMPxJJuMtPFx5OVnZvjX0sEDlhCmQMomuoZmpgT1YhMk5kj2XmMbxjInKhG1bIfl2MyFAocgG1vWd6b3AA3Fv79XUxdxeGM87TVeJSr2Rod2rHhG2p5AVitcFdSnqGdwhk8V1pZLILFWUM79Y3zx9JIv5iLRifTsIWfq7sjuEao0F1p3759JCcn0717d3uZ2Wxm27ZtfPTRR5w4cQKwWHSKZiVNTk4uZt0pysyZM5kwYQIPPfQQAB07diQnJ4dHHnmE6dOnlziGrtfr0etrLsaA8MkpJDojh/EHY8k0KfTw9eTrzi3w1dYuXwy7Jaea/C+aeer5qVvLamnbAVffLLV6uH8dLBsKbj4gSRRoPchsfyfZeQb7cM6/Gk+OtOxCQmAEp85cJNMuTizWFFcN7RSdtZO4dydpxw7RqXtPulzfp9YP7dQn8nOMbFpxDID2N4Tj7lU7LTmC+keFRM7AgQM5dMhxOuH9999PmzZtePHFF2nevDlhYWFs2LCBrl0toWoLCgrYunUrb7zxRqnt5ubmFhMyGo3GGoHVteLC5nj83Nbn+OHkD8XSG9jTI1AkOaVamF6haP2iySvL2l9F1vnqfZnVexZNfKt/oOCf9GzuPniabLPC9X5erOjUHO9aJnCgME6OWk2WnLpIRYZ2Mh3ioQSSNXSn3S/FoKiWiLC7jhU27hEGA8daPscllrtPtqEdh7gm1uEcBwHihIBs69bFc+ToHm7s0p6ewcKSUFOoqsqfy4+RnWrAN8SDXqOau7pLgmuICokcHx8fOnTo4FDm5eVFUFCQvXzq1KnMnTuXli1b0rJlS+bOnYunp6d95hTAfffdR6NGjZg3bx4AI0eO5N1336Vr16724aqZM2cyatQoe+4MVxHsEWz/vCtxlwt7cnX+jP+TBzo8UK372JGWzb2HTpNrVujj782XnZrh5eLzUxqq0SJyqAciRwVyJYkkg9HBOnJlQDanDu2Ug6JDO3JWBvkJ5wnx9aFlm7a1cmjHFuentk8hLy9mk8Ka9/+1x5azvKu22crWMtuHwvX2dGW2HHhX1LWlbLsyVkxJz5uqCgGhnnS6OYLwVv4lnssDf57jzMEUZK3E0Ic74OZRe4a1BfUfp//aXnjhBfLy8njiiSfswQDXr1/vECMnPj7ewXIzY8YMJElixowZXLhwgZCQEEaOHMnrr7/u7O5VmBnXz+DmyJsxq2Z7QknZ5lEvgYzskJSyaMJJe9LKK7a5mrXGRnmHx5YfWc6OhB3VbvHanpbFhIOnyVNUbgrw5vOOzfGsxQLCFifH1ZacAkW5IgrsFTN1rNFii8VDsVpTMnveQvb1Q1E0GthxxCl9qkiunfLO2tm7djVbf/2cNn37Mfw/Q5zST2dTX9I66D20aLQyZpPCuWNlTyGvbtISczi9/xIhjX3oPDCSqB4N0Fj/7pJOZ7BzVSwAN97RkpDGJcdKEwiqiyqLnC1btjgsS5LE7NmzmT17drm30Wq1zJo1i1mzZlW1O07HT+/Hrc1vdXU3SuXX078C1esgvSU1k0mH4shXVG4O9GFZh2a412KBA0WHq8q2NJkuX8acno6k0YBWi6TVosgy2ZKGbCBbkslEIkdVyTSrZJuVqwztOAoZQ1Vn7egKI0aXd2inpOGcotaUpZ98wqJFizh65gwA7du35+FXXmHYsGEYjUZmzJjB17/9xunTp/Hz82PQoEHMnz+f8HBLDqszZ84Q0KxZid2d5hnAcCx/4zfffHOJdf755x+uu+66qn0vlaC8kYJrO24eWm5/sTupF7LtPluSbRaz9UHKUlbyOsuy9VGraF3bpkXbueKruvKbMxkVzhy6zImdiVyKz2LjsqPsXnOaXqOa06xzMH98dhhFUYnq3oD2N9VT53xBrUbYDesJcjWFCN94OZMHDsVRoKp0U/cw8fI7ZKctwj245BuYq7HN2kkrUCkIDSc+sBFbU7OKCxDrcnpqOsn/7ifHw4Ncdw9yPDzJcfcgz718s4TKi0eBAa8CA14FBXgXGPAyWt9NRryNBryMRrxNRrxMBXgbjXiZTHibCnCLjUV/9gyR99xFk6cmO+UGHRERwfz584mKssT1Wb58OaNHj+bff/8lIiKC6OhoZs6cSefOnUlLS2Pq1KmMGjWKvXv3AhAZGUlioqPfzeznnmHZt9/TvV1rAPr06VOszsyZM9m4cSM9evSo8jFUhroS8bg8hET6EBJZO6wiTTsGc/2o5hzedoGDW86TdTmfjcuO2te7e+u4+d42dV5cCuomQuTUcarz6XTdpQwePnIGo6rSQ93FU7yHFhMHDj7EwAGxTt+fwRqQrbJDO9nWumYVuH6C5QVwoIy+tutU6iqdsQCv/Dy88nLxzM/DOy8Pz7xca1keXvm5eOZZ1nvl51nrWOray/Jy0VRxONHX389p53jkyJEOy6+//jqLFi1i165dPPjgg2zYsMFh/YcffkjPnj2Jj4+ncePGaDQawsLCHOps3rmbLpEN8bDOeHRzc3OoYzQaWbNmDZMnO0eoVYb6kqCzNuLuraPHrU3pPCiSg5vOEb3urD2qcWgzX+GHI3AZ4pdXx1GwXrjL4edTEdYmp/PY0TOYVBjqD3elvYuWkkOx22btlDpTp2j02BKdYy3CpspDO0WQFQXP/FyLECkqRuxluQ7iJbh1K5o+/qjD0I63DHpFQTWbLS+jEayfHd4Vxf6umkxQZNlST0E1W8pVsxmb56dqNoNiyYWDoqBe+VlRUBUzGi8vvAcOdNp3UxSz2cz3339PTk4OvXv3LrFORkYGkiTh7+9f4vp9+/Zx8nQckwf0LtU3bM2aNaSkpNhz0rkCVa0fCTprMzo3Dd2HNqX9DY2IiU4mP9tIVPcGru6W4BpGiJw6TnVYcn66mMaTx85iVsFLI9PIK5AfzR9zKecCBtkPRR/F7N3H7FaW6py1U9mAbN9Ff8rxVR/S3aMl/Rv1B8UiNjCbUXUKyDKqhzv4uoEmkIDbR+EeULL5vz7eEg8dOkTv3r3Jz8/H29ub1atX065du2L18vPzmTZtGnfffTe+vr4ltrVkyRKaRUbQNLj0hItLlixhyJAh1RKws7woNTBcpSoK544eIjstlYYtWxMQFn71+lbBqyiKJdSEYra+W4SuopiLrFfs5aqq4hsSglxLrVLu3jo6CB8cQS1AiJw6jl3kOOlWbFRUnj1xzh6oLcessORCChBieSmAyQwlWHX0slToCFtEgNiESmkzdWyJAX2t8VA0ThBsRneZ33rKuLfszLg+U6vcXn2jdevW7N+/n/T0dH788UcmTpzI1q1bHYSO0Whk/PjxKIrCwoULS2wnLy+Pr7/+mvvH3gZZl0qsc/78ef744w++++67ajmWcmP9W9n42cdsWrrI4nwryUUcbSWrH69UxBFXAtmSq0i1tqGq1uzTqmKfim0TKyZjgcMu3b0subwKRcyVYqXyDwgRbTtw5+z5ld5eILgWECKnjmObau4sS45OlngisgH/ZuZWeNZOeQKy1RRma0wUrSR+4iXh5uZmdzzu0aMHe/bs4f333+eTTz4BLAJn3LhxxMXFsWnTplKtOD/88AO5ubmMGDSA/au/LXG4atmyZQQFBTFq1KjqO6ByEBbVitPRe1AVBbPiXOtjUbR6PSGNm5IYc5L8nGznNCpZw1LIlkSPZqOR5DOnndO2QFCPEXeAOo4t4rIzfXKeaxZWdqVajlGxTCHXyuInXh5UVcVgsCRPtAmcU6dOsXnzZoKCgkrdbsmSJYwaNYrAgABLO4qjhU9VVZYtW8Z9992HTufaUP69b7+LzoOGYTaZrGJMtfg+WQPkYY1MbrHMYC1X7VYbi3XHGg/L9hkJSbZmqra+e/j4oNO7k52WSn52FpIkI8kykmwRKZIsF5ZJknWdbFlnWy6yjSQ5BkxMOXeW5c89iUYrftsCQVmIv5I6js2SYws8KLBgUi3BAIXIKc7LL7/MsGHDiIyMJCsri5UrV7JlyxbWrVuHyWRi7NixREdHs3btWsxmM0lJSQAEBgbi5lYYtycmJoZt27bx22+/IcvW9CZXWEg2bdpEXFwcDz74YM0d4FXw9POvsX15BwTiHVC6n1JlMVsDXQqRIxCUjfgrqeM42yenvmBSrDeCWuqY6UouXrzIhAkTSExMxM/Pj06dOrFu3TpuueUWzpw5w5o1awDo0qWLw3abN2+mf//+9uWlS5fSqFEjBg8ezOHN64FC514bS5YsoU+fPrRt27Zaj+laQjFbftuyViS5FAjKQoicOo6zfXLqC8Inp3SWLFlS6rqmTZuWO0XI3LlzmTt3LoB9ls+Vlpyvv/66kr0UlIaw5AgE5UeMcQjqJTZLjk4WT7s1gW1a9pUiR+B8bHnZ5FqaHFcgqE0IkVPHqe7EnHUVm0+OGK6qGWxJL68crhI4n0JLjhDwAkFZCJFTxxHDVSVjs+QIx+OawR5grwpxXwTlQwxXCQTlR4iceoJwPHbELnKET06NYB+mErP8qh3VbPE3k8RwlUBQJuKKVMexWXIEjghLTs1iG6aSa1FAyHqL7XlGDFULBGUirkh1Het1TlhyHBEip2ZRayAvlMCCZLWWiQccgaBsxBWpjiN8ckpGBAOsWWoi+aUz2Hj0Ivd+tpunvvmXc6m5ru5OpbBEVsaSwb4O07RpU3v06KKvJ598EoDZs2fTpk0bvLy8CAgIYNCgQezevdu+fWpqKk899RStW7fG09OTxo0b8/TTT5ORkeGqQxLUQsQdoJ4gLDmO2OPkCJFTI9gtObXYJ+d8Wi6PrtiH2SoOfjmQwJn5w13cq8pg+VuvSnLP2sCePXswmwvTgBw+fJhbbrmFO+64A4BWrVrx0Ucf0bx5c/Ly8njvvfcYPHgwMTExhISEkJCQQEJCAm+//Tbt2rXj7NmzPPbYYyQkJPDDDz+46rAEtYzae0USlAthsi4Ze8RjydE5c9GiRXTq1AlfX198fX3p3bs3v//+O2DJ2fTiiy/SsWNHvLy8CA8P57777iMhIcG+/ZkzZ0p8+pQkie+//95e7+TJk4wePZrg4GB8fX3p27cvmzdvroEjdw1qHfDJuZxdYBc4dRmbJaeuu+SEhIQQFhZmf61du5YWLVrQr18/AO6++24GDRpE8+bNad++Pe+++y6ZmZkcPHgQgA4dOvDjjz8ycuRIWrRowYABA3j99df55ZdfMFlnoAkEtfeKJCgXIk5OyZSWoDMiIoL58+ezd+9e9u7dy4ABAxg9ejRHjhwhNzeX6OhoZs6cSXR0NKtWreLkyZMO2bMjIyNJTEx0eM2ZMwcvLy+GDRtmrzd8+HBMJhObNm1i3759dOnShREjRtjzQNU36sJwVacIP8Z0bWRffrRfcxf2pvLYfXLquCWnKAUFBaxYsYIHHnigxKH3goICFi9ejJ+fH507dy61nYyMDHx9fdGK6fUCK+KXUMcRPjklU5pPzsiRIx2WX3/9dRYtWsSuXbt48MEH2bBhg8P6Dz/8kJ49exIfH0/jxo3RaDSEhTlmaV+9ejV33nkn3t7eAKSkpBATE8PSpUvp1KkTAPPnz2fhmSc3KwAAE5dJREFUwoUcOXKk2Pb1gbrgeCxJEu/e2YXpw9vi4abB061uXv4KJ1fVnwecn376ifT0dCZNmuRQvnbtWsaPH09ubi4NGzZkw4YNBAcHl9jG5cuX+d///sejjz5aAz0W1BVq7xVJIKgCNp+cq6V1MJvNrFy5kpycHHr37l1inYyMDCRJwt/fv8T1+/btY//+/Q5ZtoOCgmjbti1ffPEFOTk5mEwmPvnkE0JDQ+nevXvlD6oWo1q/79o8XGUjyFtfZwUOAPbAi/VH5CxZsoRhw4YRHh7uUH7zzTezf/9+duzYwdChQxk3bhzJycnFts/MzGT48OG0a9eOWbNm1VS3BXWAOvyXLoBCS87Wc1tJzk1GQrJbdWyf7f+KlAOF60qoL1tN4rIkI0tysXUOn8uxrsR6V6wrus+S2rpqf65oK9+UDxT3yQE4dOgQvXv3Jj8/H29vb1avXk27du2K1cvPz2fatGncfffd+Pr6lvj9L1myhLZt29KnTx97mSRJbNiwgdGjR+Pj44Msy4SGhrJu3bpSxVJdpy4MV9UXbH+v9cWSc/bsWTZu3MiqVauKrfPy8iIqKoqoqCiuv/56WrZsyZIlS3jppZfsdbKyshg6dKj9b1mnE+kuBIUIkVPH8dB4ALAxfiMb4ze6uDe1j5JmV7Vu3Zr9+/eTnp7Ojz/+yMSJE9m6dauD0DEajYwfPx5FUVi4cGGJbefl5fH1118zc+ZMh3JVVXniiSdo0KABf/31Fx4eHnz22WeMGDGCPXv20LBhQ+ceZC3ANlx16Wyci3tS/7H75NSTPGHLli2jQYMGDB9e9kw3VVUxGAz25czMTIYMGYJer2fNmjW4u7tXZ1cFdRAhcuo4j3d5nGCPYLujrYqKqqoO70Bh2RXLlv9Krq+oCgoKqKCgWMpsyyWtUxV7O1fWK9on+3LRz7Z1V7RRar0y2lBQiPCOoG1Q22LfmZubG1FRUQD06NGDPXv28P777/PJJ58AFoEzbtw44uLi2LRpU6lWnB9++IHc3Fzuu+8+h/JNmzaxdu1a0tLS7NsuXLiQDRs2sHz5cqZNm1bV017rsFlwLp2NIys1BZ/Akv0mBFXH5n5XHyw5iqKwbNkyJk6c6OAsnJOTw+uvv86oUaNo2LAhly9fZuHChZw/f94+xTwrK4vBgweTm5vLihUryMzMJDMzE7DM3NKItBcChMip87QKaMX066e7uht1mqJPhzaBc+rUKTZv3kxQUFCp2y1ZsoRRo0YREhLiUJ6bawkyd6V/iizL9TZLd7sbb+avrz8HIC8zU4icasQei6geiJyNGzcSHx/PAw884FCu0Wg4fvw4y5cvJyUlhaCgIK677jr++usv2rdvD1j84WzBAW0PLTbi4uJo2rRpjRyDoHYjRI7gmuLll19m2LBhREZGkpWVxcqVK9myZQvr1q3DZDIxduxYoqOjWbt2LWaz2T7lOzAwEDc3N3s7MTExbNu2jd9++63YPnr37k1AQAATJ07klVdewcPDg08//ZS4uLhymeTrIt6BQXj4+pGXmVEnnI/rNHL98ckZPHhwicfh7u5eoo9OUfr3718vvgNB9SJEjuCa4uLFi0yYMIHExET8/Pzo1KkT69at45ZbbuHMmTOsWbMGgC5dujhst3nzZvr3729fXrp0KY0aNWLw4MHF9hEcHMy6deuYPn06AwYMwGg00r59e37++eerxvio69hvOCKcQbVimzhQn+LkCATVhRA5gmuKJUuWlLquadOm5X4ynDt3LnPnzi11fY8ePfjjjz8q3L86TR1I7VAfsOeuEkYMgaBMxNVIIBA4BXuKEWHIqVZsIrK++ncJBM5EiByBQOAc7KNVQuVUJzZro/iaBYKyESJHIBA4hcKhPnH3rV6E75NAUF6EyBEIBE5CWBhqAjGhSCAoP0LkCAQCp1BoyBEqp1qxDVcJi5lAUCZVEjnz5s1DkiSmTp1qL1NVldmzZxMeHo6Hhwf9+/fnyJEjV22nf//+ljxEV7zqa0wRgaBeIm6+NYJw8BYIyk+lRc6ePXtYvHgxnTp1cih/8803effdd/noo4/Ys2cPYWFh3HLLLWRlZZXa1qpVq0hMTLS/Dh8+jEajsYfvFggEtR9V+IrUKMLBWyAom0rFycnOzuaee+7h008/5bXXXrOXq6rKggULmD59OmPGjAFg+fLlhIaG8vXXX/Poo4+W2F5gYKDD8sqVK/H09BQiRyCoS1g1TuLJY2SlJFumOssSki2bvCyBCmajEbPJhNlktLwclk2oioKqqKiqYvmsqle82z6rqIoZN08vugy+Fb2nl2uPv6YQDt4CQbmplMh58sknGT58OIMGDXIQOXFxcSQlJTlEgdXr9fTr148dO3aUKnKuZMmSJYwfPx4vr2vkoiUQ1ANsloXfPnqnxvet0+vpNmxUje/XJQjfJ4Gg3FRY5KxcuZLo6Gj27NlTbJ0tz09oaKhDeWhoKGfPni1X+//88w+HDx++amRaAIPBYE+qCNizzwoEAtfQ8z93cGLnX4VWF1UFtYhVxmqB0Gh1aHQ6NFqt5bNWi0anQ9Zq0Wi1yLIGSZYL/fNkDZJs89WTLeusFqL4wwe4fD4eY36+i4++5rANCwqJIxCUTYVEzrlz55gyZQrr16/H3d291HpXjhWrqlru8eMlS5bQoUMHevbsedV68+bNY86cOeVqUyAQVD/Xj7mT68fcWaP7XLdoAZfPxyNdS0lBRY4wgaDcVOjKsG/fPpKTk+nevTtarRatVsvWrVv54IMP0Gq1dguOzaJjIzk5uZh1pyRyc3NZuXIlDz30UJl1X3rpJTIyMuyvc+fOVeRQBAJBfcAe/ffaueGLODkCQfmpkCVn4MCBHDp0yKHs/vvvp02bNrz44os0b96csLAwNmzYQNeuXQEoKChg69atvPHGG2W2/91332EwGLj33nvLrKvX69Hr9RXpvkAgqGco9qSg15DIsR6zfC1ZrwSCSlIhkePj40OHDh0cyry8vAgKCrKXT506lblz59KyZUtatmzJ3Llz8fT05O6777Zvc99999GoUSPmzZvn0NaSJUv4z3/+Q1BQUGWPRyAQXEPYbvjX0nCV2WwEQKPTubgnAkHtp1Kzq67GCy+8QF5eHk888QRpaWn06tWL9evX4+PjY68THx9f7Cnk5MmTbN++nfXr1zu7SwKBoJ5ic2be+cM37P/jV7Rubmjd3NDo3Kyf9Wh1OrRues4ejMYrIAhZU4IgKmUISC11RcnlpQ8llWeMyWKNshulrB8kpEIvY0kiPzsbAFnr9Mu3QFDvkFS1fozwZmZm4ufnR0ZGBr6+vq7ujkAgqAF2r/6O7Su/cHU3XEKbvv0Y/vTzru6GQFBlqvP+LR4FBAJBnaXXbeNo1fsGCnJzMRUUWF5Gy7vZ+m4qMGAyWoIO5mVl0rhjlxLbKt2tp+QVpfoBlVpcut+Q3WKkFs3mbnkvXFTt9WRZJrJdx1LbEwgEFoTIEQgEdZqAsHBXd0EgENRSrh1vPYFAIBAIBNcUQuQIBAKBQCColwiRIxAIBAKBoF4iRI5AIBAIBIJ6iRA5AoFAIBAI6iVC5AgEAoFAIKiXCJEjEAgEAoGgXiJEjkAgEAgEgnqJEDkCgUAgEAjqJULkCAQCgUAgqJcIkSMQCAQCgaBeIkSOQCAQCASCeokQOQKBQCAQCOol9SYLuaqqAGRmZrq4JwKBQCAQCMqL7b5tu487k3ojcrKysgCIjIx0cU8EAoFAIBBUlKysLPz8/JzapqRWh3RyAYqikJCQgI+PD5Ikubo7LiEzM5PIyEjOnTuHr6+vq7sjKAFxjuoG4jzVfsQ5qhuU5zypqkpWVhbh4eHIsnO9aOqNJUeWZSIiIlzdjVqBr6+v+KOv5YhzVDcQ56n2I85R3aCs8+RsC44N4XgsEAgEAoGgXiJEjkAgEAgEgnqJEDn1CL1ez6xZs9Dr9a7uiqAUxDmqG4jzVPsR56hu4OrzVG8cjwUCgUAgEAiKIiw5AoFAIBAI6iVC5AgEAoFAIKiXCJEjEAgEAoGgXiJEjkAgEAgEgnqJEDl1iJMnTzJ69GiCg4Px9fWlb9++bN682b7+8uXLDB06lPDwcPR6PZGRkUyePLnMfF5JSUlMmDCBsLAwvLy86NatGz/88EN1H069pLrOEcDOnTsZMGAAXl5e+Pv7079/f/Ly8qrzcOot1XmewBLBddiwYUiSxE8//VRNR1G/qY5zlJqaylNPPUXr1q3x9PSkcePGPP3002RkZNTEIdVLqutvyWAw8NRTTxEcHIyXlxejRo3i/PnzFe6fEDl1iOHDh2Mymdi0aRP79u2jS5cujBgxgqSkJMAS9Xn06NGsWbOGkydP8vnnn7Nx40Yee+yxq7Y7YcIETpw4wZo1azh06BBjxozhzjvv5N9//62Jw6pXVNc52rlzJ0OHDmXw4MH8888/7Nmzh8mTJzs9BPq1QnWdJxsLFiy4ZtPLOIvqOEcJCQkkJCTw9ttvc+jQIT7//HPWrVvHgw8+WFOHVe+orr+lqVOnsnr1alauXMn27dvJzs5mxIgRmM3minVQFdQJLl26pALqtm3b7GWZmZkqoG7cuLHU7d5//301IiLiqm17eXmpX3zxhUNZYGCg+tlnn1Wt09cY1XmOevXqpc6YMcNpfb2Wqc7zpKqqun//fjUiIkJNTExUAXX16tXO6PY1RXWfo6J89913qpubm2o0Givd32uV6jpP6enpqk6nU1euXGkvu3DhgirLsrpu3boK9VE8BtYRgoKCaNu2LV988QU5OTmYTCY++eQTQkND6d69e4nbJCQksGrVKvr163fVtm+44Qa+/fZbUlNTURSFlStXYjAY6N+/fzUcSf2lus5RcnIyu3fvpkGDBvTp04fQ0FD69evH9u3bq+tQ6jXV+beUm5vLXXfdxUcffURYWFh1dP+aoDrP0ZVkZGTg6+uLVltvUjnWGNV1nvbt24fRaGTw4MH2svDwcDp06MCOHTsq1skKSSKBSzl//rzavXt3VZIkVaPRqOHh4eq///5brN748eNVDw8PFVBHjhyp5uXlXbXd9PR0dciQISqgarVa1dfXV12/fn01HUX9pjrO0c6dO1VADQwMVJcuXapGR0erU6dOVd3c3NSTJ09W49HUX6rrb+mRRx5RH3zwQfsywpJTaarrHBUlJSVFbdy4sTp9+nQn9vzaojrO01dffaW6ubkVK7/lllvURx55pEL9EyLHxcyaNUsFrvras2ePqiiKOmrUKHXYsGHq9u3b1X379qmPP/642qhRIzUhIcGhzcTERPXYsWPqTz/9pLZr1059/PHHr9qHyZMnqz179lQ3btyo7t+/X509e7bq5+enHjx4sDoPvc7g6nP0999/q4D60ksvOZR37NhRnTZtWrUcc13E1efp559/VqOiotSsrCx7mRA5jrj6HBUlIyND7dWrlzp06FC1oKCgOg63zuLq81SayBk0aJD66KOPVuhYRFoHF5OSkkJKSspV6zRt2pS///6bwYMHk5aW5pCuvmXLljz44INMmzatxG23b9/OjTfeSEJCAg0bNiy2PjY2lqioKA4fPkz79u3t5YMGDSIqKor/+7//q+SR1R9cfY7i4uJo3rw5X375Jffee6+9/M4770Sr1fLVV19V8sjqF64+T1OnTuWDDz5wcAY3m83IssyNN97Ili1bKndg9QhXnyMbWVlZDBkyBE9PT9auXYu7u3vlDqie4urztGnTJgYOHEhqaioBAQH28s6dO/Of//yHOXPmlPtYxCCkiwkODiY4OLjMerm5uQDFZtPIsoyiKKVuZ9OwBoOhQu1qNJqrtnst4epz1LRpU8LDwzlx4oRD+cmTJxk2bFiZ/bpWcPV5mjZtGg899JBDWceOHXnvvfcYOXJkmf26FnD1OQLIzMxkyJAh6PV61qxZIwROCbj6PHXv3h2dTseGDRsYN24cAImJiRw+fJg333yzXMdQdGeCOsClS5fUoKAgdcyYMer+/fvVEydOqM8995yq0+nU/fv3q6qqqr/++qu6dOlS9dChQ2pcXJz666+/qu3bt1f79u1rb+f8+fNq69at1d27d6uqqqoFBQVqVFSUeuONN6q7d+9WY2Ji1LfffluVJEn99ddfXXKsdZXqOkeqqqrvvfee6uvrq37//ffqqVOn1BkzZqju7u5qTExMjR9nXac6z9OVIIarKkV1naPMzEy1V69easeOHdWYmBg1MTHR/jKZTC451rpMdf4tPfbYY2pERIS6ceNGNTo6Wh0wYIDauXPnCp8nIXLqEHv27FEHDx6sBgYGqj4+Pur111+v/vbbb/b1mzZtUnv37q36+fmp7u7uasuWLdUXX3xRTUtLs9eJi4tTAXXz5s32spMnT6pjxoxRGzRooHp6eqqdOnUqNqVcUD6q6xypqqrOmzdPjYiIUD09PdXevXurf/31Vw0dVf2jOs9TUYTIqTzVcY42b95cqo9JXFxczR5gPaG6/pby8vLUyZMnq4GBgaqHh4c6YsQINT4+vsL9Ez45AoFAIBAI6iUiTo5AIBAIBIJ6iRA5AoFAIBAI6iVC5AgEAoFAIKiXCJEjEAgEAoGgXiJEjkAgEAgEgnqJEDkCgUAgEAjqJULkCAQCgUAgqJcIkSMQCAQCgaBeIkSOQCAQCASCeokQOQKBQCAQCOolQuQIBAKBQCColwiRIxAIBAKBoF7y/zyJT9d3txL1AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "working on tract 4200\n",
      "working on tract 4400\n",
      "working on tract 4600\n",
      "working on tract 4800\n",
      "punting on HD3 4952 with final pop 133467.0 [731, 223, 942, 1062] munis and muniPops\n",
      "   731 1131.0\n",
      "   223 31399.0\n",
      "   942 30314.0\n",
      "   1062 70623.0\n",
      "working on tract 5000\n",
      "computed HD3pop for tract 5000 was 118842.0 Numbered munis in orig HDPoly. Circled tracts HD3Poly are ...\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "punting on HD3 5098 with final pop 132336.0 [942, 223, 1062] munis and muniPops\n",
      "   942 30314.0\n",
      "   223 31399.0\n",
      "   1062 70623.0\n",
      "working on tract 5200\n",
      "punting on HD3 5293 with final pop 134075.0 [1319, 580, 630] munis and muniPops\n",
      "   1319 1514.0\n",
      "   580 36283.0\n",
      "   630 96278.0\n",
      "working on tract 5400\n",
      "punting on HD3 5792 with final pop 126233.0 [1510, 1095, 1339] munis and muniPops\n",
      "   1510 13915.0\n",
      "   1095 19908.0\n",
      "   1339 92410.0\n",
      "working on tract 5800\n",
      "working on tract 6000\n",
      "computed HD3pop for tract 6000 was 124507.0 Numbered munis in orig HDPoly. Circled tracts HD3Poly are ...\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "working on tract 6200\n",
      "working on tract 6400\n",
      "working on tract 6600\n",
      "working on tract 7000\n",
      "computed HD3pop for tract 7000 was 114933.0 Numbered munis in orig HDPoly. Circled tracts HD3Poly are ...\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "working on tract 7200\n",
      "working on tract 7400\n",
      "HD 7400 ; hadstuckat pop= 133353.0 but splitting muni 1251 keeping 5664.0 (out of total muni 22071.0 ) drops us to 116946\n",
      "working on tract 7600\n",
      "HD 7600 ; hadstuckat pop= 128984.0 but splitting muni 58 keeping 16450.0 (out of total muni 21821.0 ) drops us to 123613\n",
      "punting on HD3 7622 with final pop 136470.0 [1253, 942, 1062] munis and muniPops\n",
      "   1253 35533.0\n",
      "   942 30314.0\n",
      "   1062 70623.0\n",
      "working on tract 7800\n",
      "punting on HD3 7844 with final pop 127987.0 [1453, 136, 528] munis and muniPops\n",
      "   1453 18320.0\n",
      "   136 94214.0\n",
      "   528 15453.0\n",
      "working on tract 8000\n",
      "computed HD3pop for tract 8000 was 113452.0 Numbered munis in orig HDPoly. Circled tracts HD3Poly are ...\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "working on tract 8200\n",
      "HD 8200 ; hadstuckat pop= 131316.0 but splitting muni 127 keeping 6774.0 (out of total muni 18404.0 ) drops us to 119686\n",
      "working on tract 8400\n",
      "working on tract 8600\n",
      "working on tract 8800\n",
      "working on tract 9000\n",
      "computed HD3pop for tract 9000 was 121777.0 Numbered munis in orig HDPoly. Circled tracts HD3Poly are ...\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "working on tract 9200\n",
      "working on tract 9400\n",
      "all done generating HD3vtdLists, now I will compute overall usages\n"
     ]
    }
   ],
   "source": [
    "#and now the 12/27/22 main code -- adapted from OH_patch_legisl_org\n",
    "#... from that 11/9/22 main code --  this snaps to inflated/shrunk HDpolys and guarantees contiguity\n",
    "HD3vtdList = [[]]*nTracts  #list of (whole) vtds (blockgroups) in each HD3Poly\n",
    "HD3Poly = [dummyPoly]*nTracts  #this will be each tract's organic Home District shape  #not yet implemented\n",
    "HD3Pop = [0.]*nTracts\n",
    "HD3MuniList = [[]]*nTracts  #final list of which muni's are at least partially used in every tract's HD3 \n",
    "HD3MuniUsageList = [[]]*nTracts  #ordered list (used muni's only) of fractional muni use in every tract's HD3 \n",
    "puntList = list()\n",
    "puntListMunis = list()\n",
    "nUpdate = 200 #200\n",
    "nReport = 1000 #1000\n",
    "pi = 3.14159265\n",
    "tol = 0.05                 #relative tolerance in district population\n",
    "BUFF = 0.001 #default buffering to tract center to promote healing of HD3Poly wedges\n",
    "toler = tol*avgDistrictPop  #absolute tolerance\n",
    "muniSumUse = [0.]*nMunis  #this is the overall use of each muni across all HD3's, normalized\n",
    "tract3Use = [0.]*nTracts\n",
    "for tract in activeTracts: #range(554, 8940,500): # :    #ADJUST THIS for DEBUG  \n",
    "    t = tract  \n",
    "    #t = random.randint(0,nTracts-1)\n",
    "    HDangle = [HDangle0[t],  HDangle1[t], HDangle2[t], HDangle3[t] ]\n",
    "    HDradius = [HDradius0[t], HDradius1[t], HDradius2[t], HDradius3[t] ]    \n",
    "    if tract%nUpdate == 0:\n",
    "        print(\"working on tract\",t)\n",
    "    hM = tractMuniNo[t]  #shorthand for home muni for the current HD-generating tract\n",
    "    hC = countyNo[t]  #shorthand for home County\n",
    "    HD3vtdList[t] = list()\n",
    "    HD3vtdList[t], HD3Pop[t]  = muniSnap(t, hM, avgDistrictPop, toler, muniTractList,tractCPlist, neighborList, bMTnML, \n",
    "                                         tractPop, muniPop, muniPCP, isBigMuni, isWholeDistrict, minMuniPop, HDangle, HDradius)\n",
    "    HD3MuniList[t] = [hM]\n",
    "    for tt in HD3vtdList[t]:\n",
    "        if tractMuniNo[tt] not in HD3MuniList[t]:\n",
    "            HD3MuniList[t].append(tractMuniNo[tt])\n",
    "    #print(t,\"has \",len(HD3vtdList[t]),\"tracts in its HD3vtdList. Muni list = \",HD3MuniList[t])             \n",
    "    presplitPop = 1.0*HD3Pop[t]\n",
    "    #  ****************TROUBLESHOOTING LOOP IF WE MISSED TARGET *****************\n",
    "    if HD3Pop[t] > avgDistrictPop + toler:  #we got stuck; need to remove part of a current HD3Muni        \n",
    "        HD3_lacksBigMuni = True\n",
    "        for m in HD3MuniList[t]:\n",
    "            if isBigMuni[m]:  \n",
    "                bigMuniPopinHD3 = 0.\n",
    "                bigMuni_List = []\n",
    "                for tt in HD3vtdList[t]:\n",
    "                    if tt in muniTractList[m]:\n",
    "                        bigMuniPopinHD3 += tractPop[tt]\n",
    "                        bigMuni_List.append(tt)\n",
    "                if HD3Pop[t] - bigMuniPopinHD3 < avgDistrictPop + toler:  #just taking some of this bigMuni partial will solve\n",
    "                    HD3_lacksBigMuni = False\n",
    "                    ourSplitMuni = m\n",
    "                    popToKeep = bigMuniPopinHD3 - (HD3Pop[t] - avgDistrictPop)\n",
    "                    #print(t,\"t. Calling snapHD to keep\",popToKeep,\"from true bigMuni\",ourSplitMuni)\n",
    "                    splitMuniKeeperList,bigSplitPop =  snapHD(popToKeep, toler, muniTractList[ourSplitMuni],tractCPlist, \n",
    "                                                              tractPop, HDCP[t], HDangle, HDradius) \n",
    "                    for tt in HD3vtdList[t].copy():\n",
    "                        if tractMuniNo[tt] == ourSplitMuni and tt not in splitMuniKeeperList:\n",
    "                            HD3Pop[t] -= tractPop[tt]\n",
    "                            HD3vtdList[t].remove(tt) \n",
    "                else:  #pull out the whole bigMuni partial, and keep looking (pretend we \"lack\" a bigMuni)\n",
    "                    for tt in bigMuni_List:\n",
    "                        HD3vtdList[t].remove(tt)\n",
    "                    HD3MuniList[t].remove(m)\n",
    "                    HD3Pop[t] -= bigMuniPopinHD3\n",
    "                    #print(\"we pulled bigMuni\",m,\"partial from tract\",t,\"but we still need to split out a partial\")\n",
    "                    #print(\"prior to this pull, our HD3Pop was\",presplitPop,\"but now it is\",HD3Pop[t],\"after pulling\",bigMuniPopinHD3)\n",
    "        BIGMUNIpop = 0.\n",
    "        breakLoopPop = 0.  #used in rare cases where normal organic growth gets stuck (nearby munis are near-whole)\n",
    "        if HD3_lacksBigMuni :  #need to pick a splittable muni to split. Find the one farthest from center\n",
    "            splitCandidates = list()\n",
    "            splitCdistance = list()\n",
    "            for m in HD3MuniList[t]:\n",
    "                if m!= hM and muniPop[m] < 0.5 * avgDistrictPop and muniPop[m] > HD3Pop[t] - avgDistrictPop:\n",
    "                    splitCandidates.append(m)\n",
    "                    splitCdistance.append(muniPCP[m].distance(tractCPlist[t]) )\n",
    "            if len(splitCandidates) > 0:\n",
    "                ourSplitMuni = splitCandidates[splitCdistance.index(np.max(splitCdistance))]\n",
    "                #print(\"no big muni, so we split muni\",ourSplitMuni,\"(candidates were)\",splitCandidates)\n",
    "                popToKeep = muniPop[ourSplitMuni] - (HD3Pop[t] - avgDistrictPop)\n",
    "                #print(\"calling snapHD for splittable nonBigMuni\",ourSplitMuni,\"target popToKeep, max in oSM are\",\n",
    "                #      popToKeep, muniPop[ourSplitMuni])\n",
    "                splitMuniKeeperList,bigSplitPop =  snapHD(popToKeep, toler, muniTractList[ourSplitMuni],tractCPlist, \n",
    "                                                          tractPop, HDCP[t], HDangle, HDradius) \n",
    "                for tt in HD3vtdList[t].copy():\n",
    "                    if tractMuniNo[tt] == ourSplitMuni and tt not in splitMuniKeeperList:\n",
    "                        HD3Pop[t] -= tractPop[tt]\n",
    "                        HD3vtdList[t].remove(tt)    \n",
    "                if t%nUpdate == 0:\n",
    "                    print(\"HD\",t,\"; hadstuckat pop=\",presplitPop,\"but splitting muni\",ourSplitMuni,\n",
    "                          \"keeping\",bigSplitPop,\"(out of total muni\",muniPop[ourSplitMuni],\") drops us to\",int(HD3Pop[t]) )\n",
    "            else: #must shed muni's until we are below max district pop (without undershooting district min pop)\n",
    "                while HD3Pop[t] > avgDistrictPop + toler:\n",
    "                    #print(t,\"current HD3Pop, muni list =\",HD3Pop[t],HD3MuniList[t])\n",
    "                    maxDist = 0.\n",
    "                    for m in HD3MuniList[t]:\n",
    "                        dist = muniPCP[m].distance(tractCPlist[t])\n",
    "                        if m!= hM and dist > maxDist and (HD3Pop[t] - muniPop[m]) > avgDistrictPop - toler :\n",
    "                            farthestMuni = m\n",
    "                            maxDist = dist\n",
    "                    if farthestMuni in HD3MuniList[t].copy():\n",
    "                        HD3MuniList[t].remove(farthestMuni)\n",
    "                        for tt in muniTractList[farthestMuni]:\n",
    "                            if tt in HD3vtdList[t].copy():  #should be true for all in this muni\n",
    "                                HD3vtdList[t].remove(tt)\n",
    "                                HD3Pop[t] -= tractPop[tt]\n",
    "                        #print(\"I then removed small muni\",farthestMuni,\"w pop\",muniPop[farthestMuni],\"from HD\",t,\". HD3Pop now\",HD3Pop[t])\n",
    "                    else:\n",
    "                        print(\"punting on HD3\",t,\"with final pop\",HD3Pop[t],HD3MuniList[t],\"munis and muniPops\")\n",
    "                        puntList.append(t)\n",
    "                        puntListMunis.append(HD3MuniList[t])\n",
    "                        for m in HD3MuniList[t].copy(): #likely scenario is modest city next to unsplittable city\n",
    "                            print(\"  \",m,muniPop[m])\n",
    "                            if m != hM and muniPop[m] > 0.5 * avgDistrictPop and muniPop[m] < avgDistrictPop:\n",
    "                                HD3MuniList[t].remove(m)\n",
    "                                HD3Pop[t] -= muniPop[m]\n",
    "                                for tt in muniTractList[m]:\n",
    "                                    HD3vtdList[t].remove(tt)\n",
    "                        breakLoopPop = HD3Pop[t] - avgDistrictPop\n",
    "                        HD3Pop[t] = avgDistrictPop\n",
    "        HD3Pop[t] = HD3Pop[t] + breakLoopPop #correcting back\n",
    "    if HD3Pop[t] < avgDistrictPop - toler:  #need to add.  1) neighbor bigMuni 2) splittable neighbor partial 3)small neighbors\n",
    "        lacksNeighborBigMuni = True\n",
    "        ourSplitMuni = -999\n",
    "        splitCandidates = list()\n",
    "        for m in HD3MuniList[t].copy():\n",
    "            for nM in neighborList[m]:\n",
    "                if nM not in splitCandidates and nM not in HD3MuniList[t]:\n",
    "                    if isBigMuni[nM]:\n",
    "                        lacksNeighborBigMuni = False\n",
    "                        ourSplitMuni = nM\n",
    "                        splitCandidates = [nM]\n",
    "                    elif muniPop[nM] > avgDistrictPop - HD3Pop[t] and muniPop[nM] < 0.5 * avgDistrictPop:\n",
    "                        splitCandidates.append(nM)\n",
    "\n",
    "        if lacksNeighborBigMuni and len(splitCandidates) > 0:\n",
    "            splitCdistance = list()\n",
    "            for s in splitCandidates:\n",
    "                splitCdistance.append(muniPCP[s].distance(tractCPlist[t]) )\n",
    "            ourSplitMuni = splitCandidates[splitCdistance.index(np.min(splitCdistance)) ]\n",
    "            \n",
    "        if ourSplitMuni != -999:  #a big-enough splittable or bigMuni neighbor can fill our gap with its partial add                \n",
    "            HD3MuniList[t].append(ourSplitMuni) \n",
    "            #print(t,\"t. Calling snapHD as we are short. HD3Pop is only\",HD3Pop[t],\"oSM can deliver\",muniPop[ourSplitMuni])\n",
    "            BIGMUNItractList,bigSplitPop =  snapHD(avgDistrictPop - HD3Pop[t], toler, muniTractList[ourSplitMuni],tractCPlist, \n",
    "                                    tractPop, HDCP[t], HDangle, HDradius)       \n",
    "            HD3vtdList[t] = HD3vtdList[t] + BIGMUNItractList\n",
    "            HD3Pop[t] += bigSplitPop   \n",
    "        \n",
    "            if t%nUpdate == 0:\n",
    "                print(\"I added\",bigSplitPop,\"from muni\",ourSplitMuni,\"(muniPop\",muniPop[ourSplitMuni],\") for tract\",t,\n",
    "                      \"; we were stuck at pop = \",presplitPop)\n",
    "        else: #need to add small muni's until target reached.  Start with closest neighbor\n",
    "            while HD3Pop[t] < avgDistrictPop - toler:\n",
    "                    addCandidates = list()  #building list of adjoining munis we could add\n",
    "                    for m in HD3MuniList[t]:\n",
    "                        if isBigMuni[m]:\n",
    "                            bigMuniTractList = list()\n",
    "                            for tt in HD3vtdList[t]:\n",
    "                                if tt in muniTractList[m]:\n",
    "                                    bigMuniTractList.append(tt) \n",
    "                            for TT in bigMuniTractList:\n",
    "                                for nM in bMTnML[TT]:\n",
    "                                    if nM not in addCandidates and nM not in HD3MuniList[t]:\n",
    "                                        addCandidates.append(nM)\n",
    "                        else: #this in-HD3 muni is not big; wholly in HD3               \n",
    "                            for nM in neighborList[m]:\n",
    "                                if nM not in addCandidates and nM not in HD3MuniList[t]:\n",
    "                                    addCandidates.append(nM)\n",
    "                                    \n",
    "                    minDist = 88888.\n",
    "                    for m in addCandidates:\n",
    "                        dist = muniPCP[m].distance(tractCPlist[t])\n",
    "                        if dist < minDist and (HD3Pop[t] + muniPop[m]) < avgDistrictPop + toler :\n",
    "                            closestMuni = m\n",
    "                            minDist = dist\n",
    "                    HD3MuniList[t].append(closestMuni)\n",
    "                    HD3Pop[t] += muniPop[closestMuni]\n",
    "                    HD3vtdList[t] = HD3vtdList[t] + muniTractList[closestMuni]\n",
    "                    #print(\"HD3 added small muni\",closestMuni,\"w pop\",muniPop[closestMuni],\"to HD\",t,\". HD3Pop now\",HD3Pop[t])\n",
    "            #end of while loop adding munis to fill to aDP    \n",
    "    #  ****************END OF TROUBLESHOOTING LOOP FOR MISSED TARGET *****************\n",
    "    \n",
    "    if t%nReport == 0:\n",
    "        print(\"computed HD3pop for tract\",t,\"was\",HD3Pop[t],\"Numbered munis in orig HDPoly. Circled tracts HD3Poly are ...\")\n",
    "        for tt in HD3vtdList[t]:\n",
    "            plotPoly(tractCPlist[tt].buffer(0.002))\n",
    "        #plotPoly(countyGeom[countyNo[t]])\n",
    "        for m in HD3MuniList[t]:\n",
    "            plotPoly(muniGeom[m])\n",
    "        plotPoly(HDPoly[t])\n",
    "        NLIST = list()  #generating a list of \n",
    "        for m in HD3MuniList[t]:\n",
    "            for mm in neighborList[m]:\n",
    "                if mm not in NLIST and mm not in HD3MuniList[t] and muniPop[mm] > 0:\n",
    "                    NLIST.append(mm)\n",
    "                    if muniGeom[mm].intersects(HDPoly[t]):\n",
    "                        plotCenter(mm,muniGeom[mm])\n",
    "        plt.show()\n",
    "print(\"all done generating HD3vtdLists, now I will compute overall usages\")\n",
    "for t in range(nTracts):\n",
    "    for tt in HD3vtdList[t]:\n",
    "        m = tractMuniNo[tt]\n",
    "        muniSumUse[m] += tractPop[t]/avgDistrictPop * tractPop[tt]/muniPop[m]\n",
    "        tract3Use[tt] += tractPop[t]/avgDistrictPop\n",
    "    HD3MuniUsageList[t] = list()\n",
    "    for m in HD3MuniList[t]:\n",
    "        mUse = 0.\n",
    "        for tt in HD3vtdList[t]:\n",
    "            if tt in muniTractList[m]:\n",
    "                mUse += tractPop[tt]/muniPop[m]\n",
    "        HD3MuniUsageList[t].append(mUse)  #ordered list of muni usage, skipping muni's with no use in this HD3\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 444,
   "id": "dc832259-03aa-4447-ada2-ef30365e194a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "we escaped punting for tract 1620 with total HD pop 119224.0\n",
      "we escaped punting for tract 4952 with total HD pop 120095.0\n",
      "we escaped punting for tract 5098 with total HD pop 113931.0\n",
      "we escaped punting for tract 5293 with total HD pop 113584.0\n",
      "we escaped punting for tract 5792 with total HD pop 116223.0\n",
      "we escaped punting for tract 7622 with total HD pop 119791.0\n",
      "we escaped punting for tract 7844 with total HD pop 114997.0\n"
     ]
    }
   ],
   "source": [
    "#start 16:57\n",
    "banList = list()\n",
    "for i,t in enumerate(puntList):\n",
    "    maxPop = 0\n",
    "    for m in puntListMunis[i]:\n",
    "        maxPop = max(maxPop,muniPop[m])\n",
    "    m = muniPop.index(maxPop)\n",
    "    if HD3Pop[t] > avgDistrictPop + 3.*toler:\n",
    "        print(t,tractMuniNo[t],\"t,m needs to be redone. Ban\",m,\"with pop\",muniPop[m])\n",
    "    else:\n",
    "        print(\"we escaped punting for tract\",t,\"with total HD pop\",HD3Pop[t])\n",
    "        banList.append(t)\n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 445,
   "id": "8832b39b-12ea-4327-8bda-aa74c31a637b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "popList = list()\n",
    "tList = list()\n",
    "for t in activeTracts:\n",
    "    popList.append(HD3Pop[t])\n",
    "    tList.append(t)\n",
    "plt.scatter(tList,popList)\n",
    "plt.show()\n",
    "plt.hist(popList)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 448,
   "id": "42cdcbbf-8069-4444-8359-a23f822b351f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The second file captures total usage for each muni\n"
     ]
    }
   ],
   "source": [
    "#print(\"We will now write two files to capture this run - a main file and a muni usage file\")\n",
    "#tract3Use = [0.]*nTracts\n",
    "#for t in range(nTracts):\n",
    "#    for tt in HD3vtdList[t]:\n",
    "#        tract3Use[tt] += tractPop[t]/avgDistrictPop   #see below -- some error in tract duplication in some lists\n",
    "\n",
    "date = \"28Dec\"\n",
    "tractNo = [t for t in range(nHDs)]\n",
    "HD3VL = [[]]*nTracts  #HD3vtdList, which is the \"HDtractList\" in other codes like legisl_byCounty\n",
    "tractCPx = [0.]*nTracts\n",
    "tractCPy = [0.]*nTracts\n",
    "for t in range(nTracts):\n",
    "    HD3VL[t] = HD3vtdList[t].copy()\n",
    "    tractCPx[t] = tractGeom[t].centroid.x\n",
    "    tractCPy[t] = tractGeom[t].centroid.y\n",
    "df = pd.DataFrame( {\"tractPop\":tractPop3,\"HD3Pop\":HD3Pop,\"HDtractList\":HD3VL,\"HD3MuniList\":HD3MuniList,\n",
    "                    \"tractNo\":tractNo,\"centroid x\":tractCPx,\"centroid y\":tractCPy, \"tract3Use\":tract3Use } ) \n",
    "\n",
    "outname = STATE+str(nDistricts)+\"HD3_COI1850_\"+date+\".csv\"\n",
    "outpath = \"state_HD_output/\"+outname\n",
    "df.to_csv(outpath)\n",
    "\n",
    "\n",
    "print(\"The second file captures total usage for each muni\")\n",
    "muniNo =   [m for m in range(nMunis)]\n",
    "muniArea = [muniGeom[m].area for m in range(nMunis)]\n",
    "df = pd.DataFrame( {\"muniNo\":muniNo, \"muniPop\":muniPop,\n",
    "                    \"muniSumUse\":muniSumUse,\"muniArea\":muniArea} ) \n",
    "outname = STATE+str(nDistricts)+\"COI1850use\"+date+\".csv\"\n",
    "outpath = \"state_HD_output/\"+outname\n",
    "df.to_csv(outpath)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 447,
   "id": "7e84688a-5f61-4e2a-91d7-d2c5a8f78b6e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "I will now calculate and display the std dev in muni and tract usage across all tracts\n",
      "0.12218699905355801 = MUNI std dev for the muni-built HD3 shapes.  Histogram is  ...\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "above was weighted.  Below is unweighted by muni pop\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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eitejoemK4scMJMdABGAXDhERRY6gBiMbNmzAkiVLsHHjRvTo0cNtuYULF8JsNttfZ86cUbwuVo9DSEOfrfZLt5SjLQy6nIiIiNwJWjfNxo0b8fDDD+ODDz7AhAkTPJbV6/XQ6/UBrY/wbXHdkGLrwjlYWc+08UREFLaC0jKyYcMGzJw5E++99x6mTJkSjFN6FUltCWokcSMiIlKK7GDk4sWLKCsrQ1lZGQCgsrISZWVlqKqqAtDexTJjxgx7+Q0bNmDGjBn485//jJEjR6K6uhrV1dUwm83KvAMfiQiKRk7+0ICSijp21xARUVjSCSHvtvzFF19g3LhxnbY/+OCDWLt2LWbOnInTp0/jiy++AAD87Gc/w65du9yWl8JiscBoNMJsNiMpKUlOdV1qswoMeGar38cJhihde+Ak5Y/EGTZERBRKpN6/ZQcjalA6GNl3shb3rf5SgZoFXsEN6djydTV08B6Q2LKOrLx/GAMSIiJSndT7d9Cn9oaC/RW1aldBsi1fV6NbQiyMCbFey3KGDRERhSNNBiPnLlxWuwqymC+1wnypFXMnXIPZ4672WNZxhg0REVE40GQwktk9Xu0qyGJr43j/H1UYcFWipH04w4aIiMKFJoORUf1T1a6CbLYWjyNV5yWV79HVENgKEZHmtVkFSirq8EnZWc7oI78EfW2aUFDX0Oy9UIj6y4EqROncr/yrA5BubF9ITyltVoGDlfVcpM8Brwlp3bZjJizdUg6T+adWWM7oI19pLhhpswos2nxM7Wr4xVMgAgCLC7IBACUVdX7fLPmF0xmvCWndtmMmPLbuSKcZfrY1szijj+TS3NTekoo6TFt1QKGaqatjC4nthghAkZuluy8cLU8h5jUhrWuzCox5aafT94sjW+vs3vnj2VpInNrrTiQN7LQK4Nkpg/DavUOw4ZGR2Dt/PADgsXVHOn1RyF3lt80qsHRLucvcJsGcQhxKfdKhck2I1HSwst5tIAJwRh/5RnPdNJE2sDO5ix53DukJwPvNUof2m+XE7HSvTyxyvnACtUifp+6QidnpQR+zEQrXhEhtUh/oIunBjwJPc8HIiKxkxEXr0NIWGU+vz31yDProKNx+Q4aiN0u1v3A89UkXrjuCbgmxuHCp1b49GGM21L4mRKFA6gNduD/4cZB6cGkuGGmziogJRACgoekKHn/vCB79PgvZmUZJ++z7ttbrB0vOF47SH1op3SGOgQgQnIFzWvkSJvJkRFYyMowGVJubXH5GAzGjL9g4SD34NDdm5C8lp9WuQkD87+5KVPxwUVLZ5Z9/izEv7fQ4fsT2heMupNCh/cN5vrEFY17aiWmrDuCp98swbdUBr8f2xlsLjyvBGLMh9ZqE85cwkTfRUTr7QPmOnwXHGX3h2opga5X1d9wdyaO5YKSyrlHtKgTM659/K7ms4wfL1SBRKV84Px+cgSfeU/5D62s3R6AHzkX6lzCRVJNzMrDy/mFINzq3AqYbDWE9o4yD1NWjuW4a3iba2Qa0Lth0FEs2l6Pa4ro5cuX9wzo1V6YbDXh2yiA8/+lxyYNl5XTlnK695Nd72/ftvwPWv+vpmrAJl7Rkck6GKgPJA4mD1NWjuWBkaO/u+MuBKrWrERIEbGMvPI+/cPWFI+dDa77cIrn/tc0qsOGgf3+f5Z9X4MMjZwMWHETilzCRL6KjdBF1U+YgdfVoLhjJ6BZei+SpwVXLRscvHKkfxuLyaryz77TkTI0HK+udWml8FegBrZH2JUxEHKSuJs2NGRmRlcyuGgm8jb+Q+mH8uOycrP5XpZ442L9LRHJxkLp6NBeMREfpkJKouQYhn7kLDqR8aJMTY1Hf2OL22K4CHqlBTnJirNcyzARJRHJwkLp6NBeMAECv7glqVyFsuAsOpHxo7/4xM6w3jgGP1CeTAwsnYPa4q2Ufn3wTSmn5iQIpUmcKhTpNNhHoXHYckCMpiYu8zSwxxsdh9b7TXs/lGPDYgpzH1h2BDnD6Szk+mcTFRGH01alYLmE6M/t3/cMEUKQ1HKQefJoMRqKjo9WuQliQ0hzp6UPbZhU+ZWqUOn1WC5kg1cal4kmrOEg9uDQZjNw6KA2HvrugdjVCWoI+GlaJTfHuPrRSWzlcBTxSnkz8OT55p+TCi0REnmhyzMh/pCWpXYWQ19jchsffK8UfPi33a6yAP/2vtiDnziE9kTcgxW3Qwv7dwOBS8UQULJpsGdn81Vm1qxA2Vu2pxKo9lfaffRkrEOj+V/bvBgYTQBFRsGgyGDlTf1ntKoQtX8cKBLr/lf27ymMCKAokpVf7Jt+Eyt9Bk8GIIZb/4X1l66RZsvkbp7ECnv5Dh8p/dldCuW5q4wBhChTO0AoNofR30GQwkhinybcNQ2wUmlqtihyr2tKM5Tu/xVMTBnr8Dw2g0++SE2Pxwp05uP2GTEXq4qtQ+iCGIg4QpkDgDK3QEGp/B50QIuSTblgsFhiNRpjNZiQl+Tf4tM0qcMOSbWhsUeamHC463kyU8ujNWXhrd2WnY0s53yNjszD+2jTUNDQhNVEP6IDai82yWiharljxl5LT+K7+EvomJ+CBvH6Ii/E+LtvdB9F2Rn4h/oRBGymlzSow5qWdbgdG21rb9s4fzyA3gIL5d5B6/9ZcE8HBynrNBSJAYAIRoH2Aq6e1Z7zt6zg41pGnm52ta+XtPRXY+a9/wzGcfmHrcfxqTBYWTcl2e95gTVmNlC4gLQwQjpS/VaiTM0OLY8ACJxT/DpoLRjjyX1mBygrurqnQ1VO6IyHag5zTdY1YNeNGl2WC8UGU05oQDjfCSB4grKWWH7X/r3GGVmgIxb+D5oIRjvwPD65aKNx1rbhSXF6Dv5Wdwx1DOo9LCfQHUU5frJZuhKEo1PrNAykU/q9xhlZoCMW/g+aSno3ISkZCnObedliytVAcOFWHfSdrseDDo7K6m575+KjLJG2B/CB66wIC2gOsNquw3wg7ttLYboTbjpk6HZuL1SlHzt8q3Mn9vxYoUhfC5AytwArFv4Pm7srRUTqMHXiV2tUgGZ5YfwT3rf4SFy63ytrP0nTFZXbQQH4QpXYBHaiok3Uj3HbMhDEv7cS0VQfw1PtlmLbqAMa8tNPrTYQBjHtayTAbSkGXlNW+OUMr8ELx7yA7GNm9ezcKCgqQmZkJnU6Hjz/+2Os+u3btQm5uLgwGA/r3748333zTl7oqxhivud4pn3XRq3+t5AYhjmxdLY435YOV9Xh2SmA+iFK7dkpO1Uq+Efr6VOtrAKMVodhvHgihFnRxCYfQEGp/B9l3msbGRgwePBizZs3CL3/5S6/lKysrcfvtt+ORRx7BunXrsG/fPjz++OO46qqrJO0fCIdO16ly3nB0Y79u+PxftWpXw2c9uhrc9pX/+uYsbP7K5HFlYF/OJ420QKfa0oSXt/1T9swfLY2F8FUo9psHQigGXVqYoRUOQunvIDsYyc/PR35+vuTyb775Jvr06YNXX30VADBo0CAcOnQIf/rTn1QLRr4/36zKecNROAciGUYDzjc244n3Sl3elN/aXYk3pg9F90S9Yh9EqVlL8wakYPnn33o9Xv3FZtkzf7jarjRayTAbqkFXJM/QCieh8ncI+JiRkpISTJo0yWnbbbfdhkOHDqG11XXze3NzMywWi9NLWew3j3Q6AM9Oycbznx732Ff+/KfHMSIr2ePKwHJI7Ysd2T9F0riV5MQ4Sed1fKoNtWb5UBWK/eaBEIqDFYk6CngwUl1djbS0NKdtaWlpuHLlCmprXT91FxUVwWg02l+9e/dWtE7dDOqPg6CfdEuIxVO3DsRfHhqBbvGxfh8v48c+z+6JcarclKX0xUq9EaYb4yWd0/GpNhSb5UNVqPWbB4JWgi4Kb0G5K+t0zv/JbRnoO263WbhwIebNm2f/2WKxKBqQDO+bjK3lNYodj3wzI68v8nMy7F0jJRV1sgardouPxRv3DcON/ZJx+LvznbpaPik7K+k4gbgpS+mLtd0IO45ncRy30mYVsrsSQrVZPlSFUr95oEj5v0akpoAHI+np6aiurnbaVlNTg5iYGKSkuO6n0uv10Ov1AavThaYrATs2SXfbdelOfZVyggIdgBd/eT1GX50KAC77PNW+KUvpi/V2I/RlsTqtjIVQUqj0mweSFoIuCl8B76bJy8tDcXGx07bt27dj+PDhiI31v0neFz+YL6tyXnL2X/+vzGmaqdSgIDkxVlITerj0ldtuhO7GrcjtSmCzPLnj7f8akVpkt4xcvHgR33770yyAyspKlJWVITk5GX369MHChQtx9uxZvPvuuwCAwsJCLF++HPPmzcMjjzyCkpISrF69Ghs2bFDuXcj074ucTRMKfrA0O00z9fZEDwApiXEoWXirpJV5fWlVCFVyn2rZLO9M7TVZtIjXnOTQCSFkTS354osvMG7cuE7bH3zwQaxduxYzZ87E6dOn8cUXX9h/t2vXLsydOxfffPMNMjMzMX/+fBQWFko+p9QliKW67tn/Q2Or9lbuDRadDpDzvyo5MRbP3nEd0pMMON/YgifeOwLAdfCw8v5hspuaQ2FNDrXwhuD675+eZMC0EX3QLzVBs9clkLT8mSNnUu/fsoMRNSgdjIwu+jvOephlQb7LMBqwKP9azH6/zOf9fz44o1MyMtsXGQCfvuR4U9YmqYsr8kapHHfX3PGBgtdZOxiMeLD87yfwp+KTCtSMOuqWEIsXf3E9gM5BgxS2LyxXyciKy6tD9kvOU7DDQEgdbVaBMS/tlPR/MBT+D0UCb9fcNnh67/zx/AxohNT7tyYTblzfq5vaVYhYFy612seB7J0/Hmv3VeL5T49L3t+WIfT5T487fWGFclZRT03SgG8tOeEilAMtb8nfHKn9fyhSyEm4F+mzl0geTQYjB09rO/NkMNi+1GeOzsKqPadQbZE+aNjVF1aofsl5WgOmcN0Rl/tEyvowoT4uQG7+GN4o/ceEe+SrgE/tDUVn6i+pXYWQ5SYPnSyOX+rF5dVouuLbYGHHL6xgfMk5ruxbUlHndUl1KUuzuxLsZdsDwdeVhIPJ1/wxvFH6Tu3cPhS+NNkyUtvAqb3uKDmCqLi8Gu/sO+3zSkC1Dc1oswpER+kC/iXn7in/2SnZ6J4Y57IbQk43QEfh/BQeyl1mjqRMFXeFN0rfMeEe+UqTwUhCXLTaVdCEj8vO+bUk4fOfHsfbeyuxuCAbE7PTA/Yl566rxWRuwuPvOXe1OHZDKPEEHY5P4aHaZdaRpzwzrvBG6b9Iyu1DwaXJbhqpi4+FGx2AUPmMJyfGor6xxe/j2Jr9i8urA5JV1NNTvqf6bDtmUuQJOhyfwsNpXIC77LUdheuNUm7XYjBoYfFBUp4mW0aG9emOdV9WqV2NgHh4TBZW7alUuxq4oacRX5xwvSqzI29PrI7N/nvnj1c8q6jcrhbH+ux6epxP3QBAeD+Fh9u4gI7Za0/XNmLDwSqnQdXhmJk2lAcQcx0ckkuTwUial6ekcPXrm7Pws/9IC4lgREogAnhvOreVsTX7K/0l58vTu60+h78777FJWrj4t+1nIDSfwqVM1Q3HcQEdF8KbPX5gWN8oPc3iCpWZWlpYfJCUo8lgxK+BDCFKB2DzVyZcm+5/UrhQZQsclPyS8+fpvaahCXcO6emxtQbonGckVJ/CpT5pR8K4gHC+UYbLAGIiOTQZjNQ2Rt5sGtvTuhLjNBzp0J5V1SoEzJevuC0XpQMC3V0diGZ/X2dcONbHW2tNODRXy33SjqSF+EI5cZsr4TKAmEgOTQYjqV30alchYLonxCE5MU6RoMT2dVz0i+sxMTsdByrqUHKqFoAON2UlIypKh9qLzahtaJaVZbVbfCwuXG6VVY9ANfvLnXFhE6UDzjtcY09P2qH+FO7rk3YkjAsI5XEX7oTTAGIiqTQZjBysrFO7CgHzwtZy1DdKv9F70vEpd/TAVIwemNqp3CdlZyUdb0ZeX+TnZODYWTP+sFVa8BKMZn93T/meWAXwxHtHsDJK/b55f/nzpB3qgZYn4TDuwpVwG0BMJIXmgpE2q8Da/afVrkbAKBGIzB53NUZfnSr5KVfql15+TgbyBqSg2nxZcl2C1ezv6im/rqEJT24s89j9FAl981p80g7ncRfhOICYyBvN5Rk5WFnvcexDOAjkV2OG0YC5E69B3oAUyV/Cti9Hd6V1Px7X9uUoNc/Ls1MGYe/88UF7OrU95d85pCfyBqQgpavBYyDi2GIQzrT4pC2nNSjU2LoWAWVz7hCpSXPBSLg+3dlu6Cume0/g5M85fPkSk/rlCAAlFXWotjQhOTHW4zEzjAbMHJ2l6heqVloM5AaTkSDc/7ZMLEaRRnPdNOH8dGfrrpiQnYahz29HY3ObYsf2NmjP1YwDAE7b3pg+DMv+Vo5qi+sprmNe2ilpTIavQZHS5LQYhNuMDEeRMFVXrkhoDYqEAcRENpoLRkZkJSMhNgqXWn1bSVYN3eJjMWt0FiZmpwMA/lFZ73Mg8uyUQUjtqm+fUSTapzl7+xJzNeOgW0J7y8aFS61O20SHlfaEECitOo+3dldKmqkSSjMZpPbNn29s6RRohdL7kCKSpupKESnjLsJ5ADGRI53oePcIQRaLBUajEWazGUlJ/if1uufN/Th4+rwCNQuu9lVkB2F7+Q/4uOycT8d47d4huHNIT8nl3c04kMrbdFkdgOTEOPx+yiCkG+ND7snO9v4B1y0Gv745y2WgZft9uDWZh3MLj1ze/rbh9rcjCkVS79+aGzMCADeG+NOOO+2ryJb6HIgA8pqd5S4i54q3fQWAusYWpBvjZQ2aDRZPffNvTB+KzV+Z3M7IANpnZITC4mVSdRzEG2p/DyVx3AVR6NBcNw0AjOqfijc+r1C7GkEndxCi3EXk/BGqAwUB933zzIQZ/jjugig0aDIYGanBG4Mvg0KDGSCE8kBBwHXffLjPyKB2HHdBpD5NdtNER+nwswHd1a5G0BhiozBrdD8Y4+NkdRkEI0AI52mjkTAjg4goFGgyGAGAGoUXlAtlTa1WrNl3GtNWHcCYl3Zi2zGTpP285Z/wV7hPG9Vifg4iokDQbDBiMkfeyr1S2NbdcAxI2qwCJRV1+KTsLEoq6uytJ56Smcn16M1ZyOgwUNAYH4s5Ewbapyx74q6OamImTCIiZWhyai8ADHt+u2ILyoUbWw6FvfPHo7i82uuqpVLzjLg8lw54/d6hKBiciTarwPKd3+KdfZVOq/Z6y8kR6iurBrJ+WppqS0SRR+r9W7PByNSVe/Hld2ZFjqUmWx6PbgmxXgODjuZOuAav7jghKUeGuwysy3eexH/vOOnxPBkOWVhd5SzxlNfBXZ6TUMsFEYigIdSDMCIibxiMeHH38j0o/d6iyLHUlJwYixfuzMGE7HT8f/tP4x+n61Hf2IJD33lP6tYtPtaphcKRY+uJt5uqq5tmx2N5C5hcna/NKjymkJdTx3ATLkEYEZEnTHrmRbUlPMeM5PbphuTEOPvP9Y2teObjYxiybDv+sPU4tpf/ICkQAeA2EAHkrVo6OScDu54e51SvjscCPHfpuDpfOK+s6g9vy9sD4ZdMjYjIE00GI9uOmWAKw2AkIS4KR6ouoL7DTKALl1pxqUX6WjU6tLeKSCE1R8bh7853qpcvdpRXyz53pOXx0GoQ5igUBywTUeBoLumZ7akzHMXFRONSi/8L/AkAs0b38zrWA5CeI0OpgOCjsrN4Zkr7DBSt5vHQahBmw7EyRNqjuZaRYKY4l8s2HsA2U8Umw2jA3AkDZQ9QdadbQiwG9uiiaI4MpQKC+sZW+xO/VvN4aDUIA34aK9PxM+pqSjoRRQ6fgpEVK1YgKysLBoMBubm52LNnj8fy69evx+DBg5GQkICMjAzMmjULdXV1PlXYX6H8NJluNODN+4fh8O8nYsMjI/HavUOw4ZGR2Dt/PPqlJip2HvOlVjzxXil+Prj9KVOJHBlSAoeEuGhJx7L9jbSax0OrQRjHyhBpl+xgZOPGjZgzZw4WLVqE0tJSjB07Fvn5+aiqqnJZfu/evZgxYwYefvhhfPPNN/jggw/wj3/8A7/61a/8rrwvQulpsos+Gn+ZNcIp6Jick+Fy5VQl6y1+fG3+yoQ3piuzaqmUwOHRmwdIOpbje9XiyqpaDcI4VoZIu2SPGXnllVfw8MMP24OJV199FZ999hlWrlyJoqKiTuUPHDiAfv364cknnwQAZGVl4dFHH8XLL7/sZ9V9MyIr2eOU1mC62NyG3236GosLsj0u1NVmFbBaheL1Npmb0D0xDnvnj1ckR4YtcOjY35/+Y3//xOx0vP+PKq9TdTs+8WtxZVVv1zISgzCtj5Uh0jJZwUhLSwsOHz6MBQsWOG2fNGkS9u/f73KfUaNGYdGiRdi6dSvy8/NRU1ODv/71r5gyZYrb8zQ3N6O5+afZLhaLcvlAoqN0kgdvBkO1uQmF647godH9MDE7vdNN1lsOD7/Pb2lSdNVSb4HD4oJsPLbuCAA4Ncd7e+LX4sqqWgvCtDxWhkjrZHXT1NbWoq2tDWlpaU7b09LSUF1d7XKfUaNGYf369Zg6dSri4uKQnp6Obt264X/+53/cnqeoqAhGo9H+6t27t5xqejV7/EB00UsbvxBothuyq4Xs3A3mU1L9ReWnOLvqZrLRYreLPzxdy0ij1bEyROTjAFadzvnrQgjRaZtNeXk5nnzySTz33HM4fPgwtm3bhsrKShQWFro9/sKFC2E2m+2vM2fO+FJNt6KjdJh6Yx9Fj6kU26yBrV+fw5LN37gczOeoe0IsjAbfZ2i7S1QWSJNzMrB3/vhOg3QZiGibVsfKEJHMbprU1FRER0d3agWpqanp1FpiU1RUhNGjR+Ppp58GANxwww1ITEzE2LFj8cILLyAjo/MNSK/XQ6/Xy6maLG1WgU1Hvg/Y8f0h0P7F+7sPv8bFZu+JzM77Od033RgPIPgLsmmx24W80+JYGSKSGYzExcUhNzcXxcXFuPvuu+3bi4uLceedd7rc59KlS4iJcT5NdHR7F4lay+IcrKz3+yYeSAKQFIj4y9bkzSRTFEq0NlaGiHzoppk3bx7efvttrFmzBsePH8fcuXNRVVVl73ZZuHAhZsyYYS9fUFCATZs2YeXKlTh16hT27duHJ598EiNGjEBmZqZy70SGQIzGzzAa8OjNWcjoMBYiJTEOs0b1RfcEaenXg0WH9ibv4vJqJpmikKOlsTJE5MPU3qlTp6Kurg7Lli2DyWRCTk4Otm7dir59+wIATCaTU86RmTNnoqGhAcuXL8d//dd/oVu3bhg/fjxeeukl5d6FTEqOxp81uh8mOcyC+d3kQZ2e6IrLq/FR2TnFzumv7gmxKPrF9ZiYnY4xL+10m2RKh/YkUxOz0xEdpQt6Vw4REWmDTqjVVyKD1CWIpWqzCuQs3obLrf6v8wIAb3qYBeJuKXg1JMRF49Gb+2P2+IGIjtKhpKIO01Yd8LrfhkdGwny5hV05REQki9T7t+bWpgHam4CVnB64dEs5Wq5YO60y6im9tZJsUx5XTB/aaV0bAEiMi8bcCdfg6JLb8NSEa+ytGVK7q9iVQ0REgaS5VXttbs9Jx64TtYocy2RuwsiiHahv/GlQbIbRgHtv7C07R0h6kh5NV6wwX2qVFMQ4TnmcnJOB23IycKCiDiWnagG097uP7O+6z11qd9XHZeckd+UQERHJpdlg5Ng55bK6AnAKRID2VgM5WV67xcdi1uh+mD1+oL0lQgd4DUg6TnmMjtJh9MBUjB6Y6vWctiRT1eYml+fRAeieGIv6xha3x3BcL4RTdYmIyBeaDUY6p1VSltyuGfPlVry64yT+I72r21wLGUYDnp0yCN0T9YoMIrUlmXIV+NiOePeQnli977TXY/kzQ4kDY4mItE2zwUi/lAS1q+CkY5dHsHIteEsyZYyPkxSM+DpDiTlOiIhIk7NpAKDlihXX/P7/FDmWFFK6XGw2PDIy6F0e7lon2qwCY17a6bErJ91owN7542UHSu5mGtmOwrVqiIjCG2fTeBEXE4UkP9Z0kWPuhGs6LQzniRpLpLtLMhWo9UI8zTSybVu6pRxt1pCPlYmIyE+aDUYAoOD6wD5126bczh5/NfbOH49npwyStF+oLZEeiJV2D1bWe5xp5DgwloiIIptmx4wAwO8LrsP6fyi7IrAjAedWg5mjs/D23kqvXR6huES60mNYpLb+qNFKREREwaXpYGTXiZqAHr97QiwmZqfbf5YyeyWUl0hXcqVdqa0/odZKREREytNsN02bVeDJ98sCeo7zl1o7dTMEossjHNlynLgLu2xdXKHYSkRERMrSbMvIqztOoOWKMmvTeOKqm4FLpIdmKxHznRARqUOTwUibVWDV7lNBOZe7bgZ3XR5auiF6y3ESzFYi5jshIlKPJoORg5X1aApwq4gvg1G1eEMMhVYid/lObAsBaqn7jIhIDZocMxLoGRq+dDPYbohaXBnXXY6TYGC+EyIi9WkyGElN1Ct2rGG9jeie4NzA1D0xFg+N7gdjfJykmxhviOphvhMiIvVpspvGqkAG/OTEOPzx7hxMzsmwj/MoLq/Gx2XnUN/YgtX7TmP1vtOSulnk3BC5Mq6ymO+EiEh9mmwZ+VKBp9zXpg6xBxjRUTqYL7fgnX2nUd/Y4lROSjcLb4jqYb4TIiL1abJlRPqSde7VX2oPOtqsAgcq6rDgw6Nuu1kcV+O1jYew7VdyqhZnz1+WdE7eEJVny3cSjllxiYgihSaDkZuyUrD88wq/jtGjq8Hl7BdXOnazbDtmwoJNR3HhUqukc/GGGDihmO+EiEhrNNlNE6Xz78aSYTTgfGOzy9kvntQ0NGHbMRMK1x2RFYgAvCEGErPiEhGpS5MtI7WNzX7tvyh/EJ7/9Ljszp7ULnr81/8rk7WPlARgWkqUFiihkO+EiEirNBmM+Dv24oeGJlktIrZuFgig2iItEJo9bgDy+qcCOqD2YjNKKupc3hy1mCgtUJRcCJCIiKTTZDAyIisZSYZoWJrafNr/u/pLkss6drPIaZG51NKG3/71K49BBjOHEhFRJNDkmJHoKB0mZaf7vH/f5ATJZXU64Nc3Z2FyToasFpk1+057zMbKRGlERBQpNBmMAEAXg2+NQt3iY5EmI6iwCuCt3ZXYdsyEEVnJSE/ynv3V3TAFxyBjzd5TzBxKREQRQZPByLZjJqzd/51P+84c1Q9/+L/jsvdbuqUcALDk59d5LeupMcMWZPxh6z8lnZeJ0oiIKNRpLhixdW/4ontCLG7slyxr8Crg3EoxOScDb94/DN0SYl0e/+HR/XyqmzuOXUNtVoGSijp8UnYWJRV17MIhIqKQoLkBrN7WgfHknuG9/JoWbGulsE0jtWVgBdpncYzsn4KDlfVYve+0z+dwlJIYZ0+Uxlk3REQUqjQXjPjTbbH5KxNuHtjD5/0dWymio3QYPTAVowemOpXxlp5cjjuHZCI6SsdZN0REFNI0103jT44Rk7kJ0AHJiZ27WLzJkJjO3ZaeHPhpWrCvJmanc9YNERGFPM0FI7aWB19v9LUXm3H3kJ6y93t2yiDJ2TzdpSeXwxb8eOuW4qwbIiJSm+aCEX9bHlK76DHBhxwl3RO9T+l1NDknA3vnj8eGR0bitXuHYP2vbkJ6kl5SnXX4aS0bqd1SnHVDRERq8SkYWbFiBbKysmAwGJCbm4s9e/Z4LN/c3IxFixahb9++0Ov1GDBgANasWeNThZVga3kwupjR4pXwrXVl37e1srtCbOnJ7xzSE6OvTrVPC/Z03owOi7tJ7ZbyN0U+ERGRr2QHIxs3bsScOXOwaNEilJaWYuzYscjPz0dVVZXbfe655x78/e9/x+rVq/Gvf/0LGzZswLXXXutXxZUgdeVcR7WNzU6tK1It//xbjHlpJ7YdM8k+p4277puUxDg8NLofNjwyEnvnj3cajOotcNJB+ngWIiKiQNAJIWQ9rt90000YNmwYVq5cad82aNAg3HXXXSgqKupUftu2bbj33ntx6tQpJCf7dsOzWCwwGo0wm81ISkry6RiO2qwCY17a6dMU3w2PjLQvprbtmAlLNpej2iLtOLaAwN/ZK3JX6bXNpgHgNJBVqfoQERG5IvX+LatlpKWlBYcPH8akSZOctk+aNAn79+93uc/mzZsxfPhwvPzyy+jZsyeuueYa/Pa3v8Xly5fdnqe5uRkWi8XppSRfc40k6qNx5YrV3t0yOScD+xaMx9wJAyXtr9TsFcfum7wBKV4HxrprUUnv0KVDRESkBll5Rmpra9HW1oa0tDSn7Wlpaaiurna5z6lTp7B3714YDAZ89NFHqK2txeOPP476+nq340aKioqwdOlSOVWTxdfBmo3NbXjgnYPolhCLF39xPSbnZCA6SoenJlyD/0jvigWbjnrt+nGcvRLM5eptidbktKgQEREFg08DWHU65xuYEKLTNhur1QqdTof169djxIgRuP322/HKK69g7dq1bltHFi5cCLPZbH+dOXPGl2q65e9gzQuXWlH44+q5jswyxqCoMXtFbosKERFRMMgKRlJTUxEdHd2pFaSmpqZTa4lNRkYGevbsCaPRaN82aNAgCCHw/fffu9xHr9cjKSnJ6aWkEVnJPiUu62jJ5m/QZhUeE4u5w9krRERE7WQFI3FxccjNzUVxcbHT9uLiYowaNcrlPqNHj8a5c+dw8eJF+7YTJ04gKioKvXr18qHK/ouO0uGFO3P8Pk61pRkHK+tljUHh7BUiIiJnsrtp5s2bh7fffhtr1qzB8ePHMXfuXFRVVaGwsBBAexfLjBkz7OWnT5+OlJQUzJo1C+Xl5di9ezeefvppPPTQQ4iPj1funch0+w2ZyO3bze/j1DQ0ye5ysSUkIyIiIh8Wyps6dSrq6uqwbNkymEwm5OTkYOvWrejbty8AwGQyOeUc6dKlC4qLi/Gb3/wGw4cPR0pKCu655x688MILyr0LH7RZBSpqGv0+jpzuluTEWPzx7us5e4WIiMiB7DwjalA6zwgAlFTUYdqqA34dIz1Jj30LbgUAjHlpp8eVdlMS41Cy8FbExWguAz8REWlUQPKMRBIlZrM8d8d1iI7SeVzvRvfj6w9354RdINJmFSipqMMnZWdRUlHHlX2JiCggZHfTRAolZrOcrPlpUK4tsdjSLeVOg1nTjQYsLsgOu66ZbcdMnd5LRpi+FyIiCm2aDUau72n0XsiL/95xAv+R3sV+c3ZMLFZtaUL9xWYkJ8bBGB+HNqsIm0GrtvTxHdtBqs1NeGzdEWZtJSIiRWk2GHlp23FFjrN0SzkmZqfbA43oKB3Ml1vw8rZ/hmWrgqecKQLtXU4d3zMREZE/wmsQg4JO111S5Di21O42tlaFjnlHbK0K/qzaGwzecqY4prMnIiJSgmaDkX4pCYodyzYY1lurAuD/InmBJnVgrxrp7ImIKDJpNhh55vZsxY5lGwwbCa0KUgf2Mp09EREpRbPBSHxcNCZm9/BY5qoucUhPcn/T7ZjaPRJaFUZkJSPDaOg0RdmG6eyJiEhpmg1GAGDVjBtxQy/3SVhqL7bgziEZ9lwhjmw/O6Z2j4RWBW85UwCmsyciImVpOhhpswr8u6HFY5nNX5nwxvRhSDc6BxDpRkOnKa6R0qpgy5ki5T0TERH5S7NTewHpYzy6J8Zh7/zxOFhZj5qGJvTo2h5QdGwdsLUqPLbuCHSA00DWcGtVcMyZ4uk9ExER+UvTwYicMR7RUTrkDUjxWjaSMrFKfc9ERET+0HQwEqgxHrZWhQOn6lBSUQdAIK9/Kkbyxk5ERNSJpoMR2xgPd6vt6tDeouHLGI/i8mqn1pHln1eETRZWIiKiYNL0ANZAzBxpswq8tuMECsM4CysREVEwaToYAZSdObLtmAmjX9yJ/95x0uXvwyULKxERUTBpupvGRomZI+5Wuu3IMQsrB4cSERExGLHzZ+aIpzVp3AnlLKxERETBpPluGiV4y1fiSihnYSUiIgomtowoQE4rhz8zdIiIiCIRW0YUILeVI1yysBIREQUDgxEFeFuTxiY9Sc+1XYiIiDpgMKIAT/lKbOZOuAb7FtzKQISIiKgDBiMKcZevJMNowJv3D8NTEwaya4aIiMgFDmBVEFe6JSIiko/BiMK40i0REZE87KYhIiIiVTEYISIiIlWxm+ZHbVbBsR5EREQqYDCC9kXulm4pd0rpnmE0YHFBNqfiEhERBZjmu2lsq+12XFum2tyEx9YdwbZjJpVqRkREpA2aDkY8rbZr27Z0SznarHLW4yUiIiI5fApGVqxYgaysLBgMBuTm5mLPnj2S9tu3bx9iYmIwZMgQX06rOG+r7QoAJnMTDlbWB69SREREGiM7GNm4cSPmzJmDRYsWobS0FGPHjkV+fj6qqqo87mc2mzFjxgzceuutPldWaVJX25WzKi8RERHJIzsYeeWVV/Dwww/jV7/6FQYNGoRXX30VvXv3xsqVKz3u9+ijj2L69OnIy8vzubJKk7rartxVeYmIiEg6WcFIS0sLDh8+jEmTJjltnzRpEvbv3+92v3feeQcVFRVYvHixpPM0NzfDYrE4vQLB22q7OrTPqhmRlRyQ8xMREZHMYKS2thZtbW1IS0tz2p6Wlobq6mqX+5w8eRILFizA+vXrERMjbSZxUVERjEaj/dW7d2851ZTM02q7tp8XF2Qz3wgREVEA+TSAVadzvjkLITptA4C2tjZMnz4dS5cuxTXXXCP5+AsXLoTZbLa/zpw540s1JXG32m660YCV9w9jnhEiIqIAk5X0LDU1FdHR0Z1aQWpqajq1lgBAQ0MDDh06hNLSUsyePRsAYLVaIYRATEwMtm/fjvHjx3faT6/XQ6/Xy6maX9yttgsAJRV1zMpKREQUQLKCkbi4OOTm5qK4uBh33323fXtxcTHuvPPOTuWTkpJw9OhRp20rVqzAzp078de//hVZWVk+Vlt5HVfbZVZWIiKi4JCdDn7evHl44IEHMHz4cOTl5eGtt95CVVUVCgsLAbR3sZw9exbvvvsuoqKikJOT47R/jx49YDAYOm0PJbasrB1TndmysrL7hoiISDmyg5GpU6eirq4Oy5Ytg8lkQk5ODrZu3Yq+ffsCAEwmk9ecI6HMW1ZWHdqzsk7MTmeXDRERkQJ0QoiQz3VusVhgNBphNpuRlJQU0HOVVNRh2qoDXstteGSkU7cOEREROZN6/9b02jSuMCsrERFRcDEY6YBZWYmIiIKLwUgHzMpKREQUXAxGOmBWViIiouBiMOICs7ISEREFj+ypvVrhLisrW0SIiIiUxWDEg45ZWYmIiEh57KYhIiIiVTEYISIiIlUxGCEiIiJVMRghIiIiVTEYISIiIlUxGCEiIiJVMRghIiIiVTEYISIiIlUxGCEiIiJVMRghIiIiVTEYISIiIlUxGCEiIiJVMRghIiIiVTEYISIiIlUxGCEiIiJVMRghIiIiVTEYISIiIlUxGCEiIiJVMRghIiIiVTEYISIiIlUxGCEiIiJVMRghIiIiVTEYISIiIlUxGCEiIiJVMRghIiIiVTEYISIiIlX5FIysWLECWVlZMBgMyM3NxZ49e9yW3bRpEyZOnIirrroKSUlJyMvLw2effeZzhYmIiCiyyA5GNm7ciDlz5mDRokUoLS3F2LFjkZ+fj6qqKpfld+/ejYkTJ2Lr1q04fPgwxo0bh4KCApSWlvpdeSIiIgp/OiGEkLPDTTfdhGHDhmHlypX2bYMGDcJdd92FoqIiSce47rrrMHXqVDz33HOSylssFhiNRpjNZiQlJcmpLhEREalE6v1bVstIS0sLDh8+jEmTJjltnzRpEvbv3y/pGFarFQ0NDUhOTnZbprm5GRaLxelFREREkUlWMFJbW4u2tjakpaU5bU9LS0N1dbWkY/z5z39GY2Mj7rnnHrdlioqKYDQa7a/evXvLqSYRERGFEZ8GsOp0OqefhRCdtrmyYcMGLFmyBBs3bkSPHj3cllu4cCHMZrP9debMGV+qSURERGEgRk7h1NRUREdHd2oFqamp6dRa0tHGjRvx8MMP44MPPsCECRM8ltXr9dDr9XKqRkRERGFKVstIXFwccnNzUVxc7LS9uLgYo0aNcrvfhg0bMHPmTLz33nuYMmWKbzUlIiKiiCSrZQQA5s2bhwceeADDhw9HXl4e3nrrLVRVVaGwsBBAexfL2bNn8e677wJoD0RmzJiB1157DSNHjrS3qsTHx8NoNCr4VoiIiCgcyQ5Gpk6dirq6Oixbtgwmkwk5OTnYunUr+vbtCwAwmUxOOUf+93//F1euXMETTzyBJ554wr79wQcfxNq1a/1/B0RERBTWZOcZUQPzjBAREYWfgOQZISIiIlIagxEiIiJSFYMRIiIiUhWDESIiIlIVgxEiIiJSFYMRIiIiUhWDESIiIlIVgxEiIiJSFYMRIiIiUhWDESIiIlIVgxEiIiJSFYMRIiIiUhWDESIiIlIVgxEiIiJSFYMRIiIiUhWDESIiIlIVgxEiIiJSFYMRIiIiUhWDESIiIlIVgxEiIiJSFYMRIiIiUhWDESIiIlIVgxEiIiJSFYMRIiIiUhWDESIiIlIVgxEiIiJSFYMRIiIiUhWDESIiIlIVgxEiIiJSFYMRIiIiUhWDESIiIlJVjNoVUMuvV32K7RU//TxpAPDWI1PUqxAREZFG+dQysmLFCmRlZcFgMCA3Nxd79uzxWH7Xrl3Izc2FwWBA//798eabb/pUWaX0W+AciADA9or27URERBRcsoORjRs3Ys6cOVi0aBFKS0sxduxY5Ofno6qqymX5yspK3H777Rg7dixKS0vxzDPP4Mknn8SHH37od+V94S3gYEBCREQUXDohhJCzw0033YRhw4Zh5cqV9m2DBg3CXXfdhaKiok7l58+fj82bN+P48eP2bYWFhfjqq69QUlIi6ZwWiwVGoxFmsxlJSUlyquukY9eMO+yyISIi8p/U+7eslpGWlhYcPnwYkyZNcto+adIk7N+/3+U+JSUlncrfdtttOHToEFpbW13u09zcDIvF4vRSgpRARE45IiIi8p+sYKS2thZtbW1IS0tz2p6Wlobq6mqX+1RXV7ssf+XKFdTW1rrcp6ioCEaj0f7q3bu3nGoSERFRGPFpAKtOp3P6WQjRaZu38q622yxcuBBms9n+OnPmjC/VJCIiojAga2pvamoqoqOjO7WC1NTUdGr9sElPT3dZPiYmBikpKS730ev10Ov1cqomyaQB0rpgJg1Q/NRERETkhqyWkbi4OOTm5qK4uNhpe3FxMUaNGuVyn7y8vE7lt2/fjuHDhyM2NlZmdf0jdVAqB68SEREFj+xumnnz5uHtt9/GmjVrcPz4ccydOxdVVVUoLCwE0N7FMmPGDHv5wsJCfPfdd5g3bx6OHz+ONWvWYPXq1fjtb3+r3LuQ4fSLngMNb78nIiIiZcnOwDp16lTU1dVh2bJlMJlMyMnJwdatW9G3b18AgMlkcso5kpWVha1bt2Lu3Ll44403kJmZiddffx2//OUvlXsXMp1+cQozsBIREYUI2XlG1KBUnhEiIiIKnoDkGSEiIiJSGoMRIiIiUhWDESIiIlIVgxEiIiJSFYMRIiIiUhWDESIiIlIVgxEiIiJSFYMRIiIiUhWDESIiIlKV7HTwarAlibVYLCrXhIiIiKSy3be9JXsPi2CkoaEBANC7d2+Va0JERERyNTQ0wGg0uv19WKxNY7Vace7cOXTt2hU6nU6x41osFvTu3Rtnzpzhmjce8Dp5x2vkHa+Rd7xG3vEaeRdK10gIgYaGBmRmZiIqyv3IkLBoGYmKikKvXr0CdvykpCTV/2DhgNfJO14j73iNvOM18o7XyLtQuUaeWkRsOICViIiIVMVghIiIiFSl6WBEr9dj8eLF0Ov1alclpPE6ecdr5B2vkXe8Rt7xGnkXjtcoLAawEhERUeTSdMsIERERqY/BCBEREamKwQgRERGpisEIERERqYrBCBEREalK08HIihUrkJWVBYPBgNzcXOzZs0ftKvmtqKgIN954I7p27YoePXrgrrvuwr/+9S+nMkIILFmyBJmZmYiPj8fPfvYzfPPNN05lmpub8Zvf/AapqalITEzEz3/+c3z//fdOZc6fP48HHngARqMRRqMRDzzwAC5cuOBUpqqqCgUFBUhMTERqaiqefPJJtLS0BOS9+6qoqAg6nQ5z5syxb+M1anf27Fncf//9SElJQUJCAoYMGYLDhw/bf6/163TlyhX8/ve/R1ZWFuLj49G/f38sW7YMVqvVXkZr12j37t0oKChAZmYmdDodPv74Y6ffh9r1OHr0KG655RbEx8ejZ8+eWLZsmddF3fzl6Rq1trZi/vz5uP7665GYmIjMzEzMmDED586dczpGxF0joVHvv/++iI2NFatWrRLl5eXiqaeeEomJieK7775Tu2p+ue2228Q777wjjh07JsrKysSUKVNEnz59xMWLF+1lXnzxRdG1a1fx4YcfiqNHj4qpU6eKjIwMYbFY7GUKCwtFz549RXFxsThy5IgYN26cGDx4sLhy5Yq9zOTJk0VOTo7Yv3+/2L9/v8jJyRF33HGH/fdXrlwROTk5Yty4ceLIkSOiuLhYZGZmitmzZwfnYkhw8OBB0a9fP3HDDTeIp556yr6d10iI+vp60bdvXzFz5kzx5ZdfisrKSrFjxw7x7bff2sto/Tq98MILIiUlRfztb38TlZWV4oMPPhBdunQRr776qr2M1q7R1q1bxaJFi8SHH34oAIiPPvrI6fehdD3MZrNIS0sT9957rzh69Kj48MMPRdeuXcWf/vSnwF0g4fkaXbhwQUyYMEFs3LhR/POf/xQlJSXipptuErm5uU7HiLRrpNlgZMSIEaKwsNBp27XXXisWLFigUo0Co6amRgAQu3btEkIIYbVaRXp6unjxxRftZZqamoTRaBRvvvmmEKL9wxAbGyvef/99e5mzZ8+KqKgosW3bNiGEEOXl5QKAOHDggL1MSUmJACD++c9/CiHaP3BRUVHi7Nmz9jIbNmwQer1emM3mwL1piRoaGsTAgQNFcXGxuOWWW+zBCK9Ru/nz54sxY8a4/T2vkxBTpkwRDz30kNO2X/ziF+L+++8XQvAadbzRhtr1WLFihTAajaKpqclepqioSGRmZgqr1arglXDPVcDW0cGDBwUA+8NyJF4jTXbTtLS04PDhw5g0aZLT9kmTJmH//v0q1SowzGYzACA5ORkAUFlZierqaqf3rtfrccstt9jf++HDh9Ha2upUJjMzEzk5OfYyJSUlMBqNuOmmm+xlRo4cCaPR6FQmJycHmZmZ9jK33XYbmpubnZr61fLEE09gypQpmDBhgtN2XqN2mzdvxvDhw/Gf//mf6NGjB4YOHYpVq1bZf8/rBIwZMwZ///vfceLECQDAV199hb179+L2228HwGvUUahdj5KSEtxyyy1OmUpvu+02nDt3DqdPn1b+AvjIbDZDp9OhW7duACLzGmkyGKmtrUVbWxvS0tKctqelpaG6ulqlWilPCIF58+ZhzJgxyMnJAQD7+/P03qurqxEXF4fu3bt7LNOjR49O5+zRo4dTmY7n6d69O+Li4lS/zu+//z6OHDmCoqKiTr/jNWp36tQprFy5EgMHDsRnn32GwsJCPPnkk3j33XcB8DoBwPz58zFt2jRce+21iI2NxdChQzFnzhxMmzYNAK9RR6F2PVyVsf0cKtesqakJCxYswPTp0+0r8EbiNYpR7EhhSKfTOf0shOi0LZzNnj0bX3/9Nfbu3dvpd768945lXJX3pUywnTlzBk899RS2b98Og8HgtpyWrxEAWK1WDB8+HH/84x8BAEOHDsU333yDlStXYsaMGfZyWr5OGzduxLp16/Dee+/huuuuQ1lZGebMmYPMzEw8+OCD9nJavkauhNL1cFUXd/sGW2trK+69915YrVasWLHCa/lwvkaabBlJTU1FdHR0p6iupqamUwQYrn7zm99g8+bN+Pzzz9GrVy/79vT0dACdI1rH956eno6WlhacP3/eY5kffvih03n//e9/O5XpeJ7z58+jtbVV1et8+PBh1NTUIDc3FzExMYiJicGuXbvw+uuvIyYmxm3Ur6VrBAAZGRnIzs522jZo0CBUVVUB4P8lAHj66aexYMEC3Hvvvbj++uvxwAMPYO7cufYWN14jZ6F2PVyVqampAdC59SbYWltbcc8996CyshLFxcX2VhEgMq+RJoORuLg45Obmori42Gl7cXExRo0apVKtlCGEwOzZs7Fp0ybs3LkTWVlZTr/PyspCenq603tvaWnBrl277O89NzcXsbGxTmVMJhOOHTtmL5OXlwez2YyDBw/ay3z55Zcwm81OZY4dOwaTyWQvs337duj1euTm5ir/5iW69dZbcfToUZSVldlfw4cPx3333YeysjL0799f89cIAEaPHt1pWviJEyfQt29fAPy/BACXLl1CVJTz12h0dLR9ai+vkbNQux55eXnYvXu301TW7du3IzMzE/369VP+AkhkC0ROnjyJHTt2ICUlxen3EXmNFBsKG2ZsU3tXr14tysvLxZw5c0RiYqI4ffq02lXzy2OPPSaMRqP44osvhMlksr8uXbpkL/Piiy8Ko9EoNm3aJI4ePSqmTZvmcmpdr169xI4dO8SRI0fE+PHjXU4bu+GGG0RJSYkoKSkR119/vctpY7feeqs4cuSI2LFjh+jVq5fq0zFdcZxNIwSvkRDtI/hjYmLEH/7wB3Hy5Emxfv16kZCQINatW2cvo/Xr9OCDD4qePXvap/Zu2rRJpKamit/97nf2Mlq7Rg0NDaK0tFSUlpYKAOKVV14RpaWl9pkgoXQ9Lly4INLS0sS0adPE0aNHxaZNm0RSUlLAp/Z6ukatra3i5z//uejVq5coKytz+h5vbm6O2Guk2WBECCHeeOMN0bdvXxEXFyeGDRtmn/4azgC4fL3zzjv2MlarVSxevFikp6cLvV4vbr75ZnH06FGn41y+fFnMnj1bJCcni/j4eHHHHXeIqqoqpzJ1dXXivvvuE127dhVdu3YV9913nzh//rxTme+++05MmTJFxMfHi+TkZDF79mynKWKhomMwwmvUbsuWLSInJ0fo9Xpx7bXXirfeesvp91q/ThaLRTz11FOiT58+wmAwiP79+4tFixY53TS0do0+//xzl99BDz74oBAi9K7H119/LcaOHSv0er1IT08XS5YsCfi0Xk/XqLKy0u33+Oeff24/RqRdI50QAU41R0REROSBJseMEBERUehgMEJERESqYjBCREREqmIwQkRERKpiMEJERESqYjBCREREqmIwQkRERKpiMEJERESqYjBCREREqmIwQkRERKpiMEJERESq+v8BjaEjFDUCZK0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.12270259089403673 = TRACT std dev in usage for the muni-built HD3 shapes.  Histogram is  ...\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"I will now calculate and display the std dev in muni and tract usage across all tracts\")\n",
    "n_bins=50\n",
    "avgMuni3Use = 0.\n",
    "stateMuniPop = np.sum(muniPop)\n",
    "for m in range(nMunis):\n",
    "    avgMuni3Use += muniSumUse[m] * muniPop[m]/stateMuniPop\n",
    "sumVarMuni3Use = 0.\n",
    "for m in range(nMunis):\n",
    "    sumVarMuni3Use += (muniSumUse[m]-avgMuni3Use)**2 *muniPop[m]/stateMuniPop\n",
    "sdMuni3Use = sumVarMuni3Use ** 0.5\n",
    "\n",
    "print(sdMuni3Use,\"= MUNI std dev for the muni-built HD3 shapes.  Histogram is  ...\")\n",
    "\n",
    "# We can set the number of bins with the *bins* keyword argument.\n",
    "fig, ax = plt.subplots(tight_layout=True)\n",
    "ax.hist(muniSumUse, bins=n_bins, weights=muniPop)\n",
    "plt.show()\n",
    "print(\"above was weighted.  Below is unweighted by muni pop\")\n",
    "\n",
    "fig, ax = plt.subplots(tight_layout=True)\n",
    "ax.hist(muniSumUse, bins=n_bins)\n",
    "plt.show()\n",
    "\n",
    "plt.scatter(muniPop,muniSumUse)\n",
    "plt.show()\n",
    "\n",
    "avgTract3Use = 0.\n",
    "stateTractPop = np.sum(tractPop) # slightly off due to a handful of lost wilderness peeps\n",
    "for t in range(nTracts): \n",
    "    avgTract3Use += tract3Use[t] * tractPop[t]/stateTractPop\n",
    "sumVarTract3Use = 0.\n",
    "for t in range(nTracts):\n",
    "    sumVarTract3Use += (tract3Use[t]-avgTract3Use)**2 *tractPop[t]/stateTractPop\n",
    "sdTract3Use = sumVarTract3Use ** 0.5\n",
    "\n",
    "print(sdTract3Use,\"= TRACT std dev in usage for the muni-built HD3 shapes.  Histogram is  ...\")\n",
    "fig, ax = plt.subplots(tight_layout=True)\n",
    "ax.hist(tract3Use, bins=n_bins, weights=tractPop)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8d31024c-2598-4783-9230-21af87b82d29",
   "metadata": {},
   "outputs": [],
   "source": [
    "#below is troubleshooting two things: duplicate listing of two tracts in many vtd lists,\n",
    "#and some under-used tracts near 3 big, sprawling, near-envelopting muni's"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 446,
   "id": "94d49593-e1d4-4c6d-897d-e01f61ef2e81",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2857 was most duplicated in HD of tract 170 with 1 appearances. Total appear= 103\n"
     ]
    }
   ],
   "source": [
    "nAppearances = 0\n",
    "maxNperList = 0\n",
    "for h in range(nTracts):\n",
    "    appearancesInThisList = 0\n",
    "    for i in HD3vtdList[h] :\n",
    "        if i == overList[0]:\n",
    "            nAppearances +=1\n",
    "            appearancesInThisList +=1\n",
    "    if appearancesInThisList > maxNperList:\n",
    "        maxNperList = appearancesInThisList\n",
    "        mostDuplicateList = h\n",
    "print(overList[0],\"was most duplicated in HD of tract\",mostDuplicateList,\"with\",maxNperList,\n",
    "      \"appearances. Total appear=\",nAppearances)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 355,
   "id": "ea280178-4532-4deb-9668-223204a4bd87",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "working on tract 0\n",
      "working on tract 1000\n",
      "working on tract 2000\n",
      "working on tract 3000\n",
      "working on tract 4000\n",
      "working on tract 5000\n",
      "working on tract 6000\n",
      "working on tract 7000\n",
      "working on tract 8000\n",
      "working on tract 9000\n",
      "0.1329005146771096 = TRACT std dev in usage for the muni-built HD3 shapes.  Histogram is  ...\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.1324334665155718 = MUNI std dev for the muni-built HD3 shapes.  Histogram is  ...\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "above was weighted.  Below is unweighted by muni pop\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#from previous run; ignore\n",
    "tract3Use = [0.]*nTracts\n",
    "muniSumUse = [0.]*nMunis\n",
    "for t in range(nTracts):\n",
    "    if t%1000 == 0:\n",
    "        print(\"working on tract\",t)\n",
    "    inList = list()\n",
    "    copyList = HD3vtdList[t].copy()\n",
    "    for tt in copyList:\n",
    "        if tt not in inList:\n",
    "            inList.append(tt)\n",
    "            tract3Use[tt] += tractPop[t]/avgDistrictPop           \n",
    "            m = tractMuniNo[tt]\n",
    "            muniSumUse[m] += tractPop[t]/avgDistrictPop * tractPop[tt]/muniPop[m]\n",
    "    HD3vtdList[t] = inList\n",
    "\n",
    "avgTract3Use = 0.\n",
    "stateTractPop = np.sum(tractPop) # slightly off due to a handful of lost wilderness peeps\n",
    "for t in range(nTracts): \n",
    "    avgTract3Use += tract3Use[t] * tractPop[t]/stateTractPop\n",
    "sumVarTract3Use = 0.\n",
    "for t in range(nTracts):\n",
    "    sumVarTract3Use += (tract3Use[t]-avgTract3Use)**2 *tractPop[t]/stateTractPop\n",
    "sdTract3Use = sumVarTract3Use ** 0.5\n",
    "\n",
    "print(sdTract3Use,\"= TRACT std dev in usage for the muni-built HD3 shapes.  Histogram is  ...\")\n",
    "fig, ax = plt.subplots(tight_layout=True)\n",
    "ax.hist(tract3Use, bins=n_bins, weights=tractPop)\n",
    "plt.show()\n",
    "\n",
    "avgMuni3Use = 0.\n",
    "for m in range(nMunis):\n",
    "    avgMuni3Use += muniSumUse[m] * muniPop[m]/np.sum(muniPop)\n",
    "sumVarMuni3Use = 0.\n",
    "for m in range(nMunis):\n",
    "    sumVarMuni3Use += (muniSumUse[m]-avgMuni3Use)**2 *muniPop[m]/stateMuniPop\n",
    "sdMuni3Use = sumVarMuni3Use ** 0.5\n",
    "\n",
    "print(sdMuni3Use,\"= MUNI std dev for the muni-built HD3 shapes.  Histogram is  ...\")\n",
    "\n",
    "# We can set the number of bins with the *bins* keyword argument.\n",
    "fig, ax = plt.subplots(tight_layout=True)\n",
    "ax.hist(muniSumUse, bins=n_bins, weights=muniPop)\n",
    "plt.show()\n",
    "print(\"above was weighted.  Below is unweighted by muni pop\")\n",
    "\n",
    "fig, ax = plt.subplots(tight_layout=True)\n",
    "ax.hist(muniSumUse, bins=n_bins)\n",
    "plt.show()\n",
    "\n",
    "plt.scatter(muniPop,muniSumUse)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 449,
   "id": "0c58b85c-f937-4423-9e73-2ad8d5eb7035",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "and here are the locations of muniSumUse < 0.7 (shape) and > 1.3 (dot)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"and here are the locations of muniSumUse < 0.7 (shape) and > 1.3 (dot)\")\n",
    "for m in range(nMunis):\n",
    "    if muniSumUse[m] < 0.7 and muniPop[m] > 0.:\n",
    "        plotPoly(muniGeom[m])\n",
    "    if muniSumUse[m] > 1.3:\n",
    "        plotPoly(muniPCP[m].buffer(muniPop[m]*1/avgDistrictPop))\n",
    "    if abs(muniPop[m] - avgDistrictPop) < 0.05 * avgDistrictPop:\n",
    "        plotCenter(\"wh\",muniGeom[m])\n",
    "plotPoly(countyMAP)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 451,
   "id": "8ccadbf5-12c2-4db4-aabc-316b27ca8f21",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "and here are the severely underused (<0.5) tracts\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1095 [596, 1510]\n",
      "248 [1339, 1510]\n",
      "294 [3, 40, 68, 192, 215, 216, 251, 293, 323, 344, 349, 422, 563, 607, 658, 662, 690, 762, 763, 908, 1007, 1078, 1104, 1175, 1261, 1409, 1418, 1465, 1694, 1721, 1762, 1846, 1849, 2150, 2159, 2181, 2184]\n"
     ]
    }
   ],
   "source": [
    "print(\"and here are the severely underused (<0.5) tracts\")\n",
    "mList = list()\n",
    "for t in activeTracts:\n",
    "    if tract3Use[t] < 0.5:\n",
    "        m = tractMuniNo[t]\n",
    "        if m not in mList:\n",
    "            mList.append(m)\n",
    "            if muniPCP[m].x < 0 : # -81.2 and muniPCP[m].x > -82.1:  #zooming in on NE\n",
    "                plotPoly(muniGeom[m].buffer(0.005))\n",
    "                plotCenter(m+round(muniSumUse[m],2), muniGeom[m])\n",
    "                for n in neighborList[m]:\n",
    "                    plotPoly(muniPCP[n].buffer(0.02))\n",
    "                    plotCenter(int(n),muniGeom[n])\n",
    "#plotPoly(countyGeom[3])\n",
    "#plotPoly(countyGeom[17])\n",
    "#plotPoly(countyMAP)\n",
    "plt.show()\n",
    "print(1095, neighborList[1095])\n",
    "print(248, neighborList[248])\n",
    "print(294, neighborList[294])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 428,
   "id": "19f7392f-47d3-4edc-b3ac-ff3ca1421eb6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1095, 1137, 1208]\n",
      "[248, 1339, 1393]\n",
      "[294, 434]\n"
     ]
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 407,
   "id": "68c165a4-d585-42a6-a159-f3b4bfd913c5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "105123.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "focus = Point(-81.7, 41.4)\n",
    "rad = 0.2\n",
    "focusPoly = Polygon(focus.buffer(rad))\n",
    "MIN = 0.7\n",
    "MAX = 1.1\n",
    "UUList = list()\n",
    "OUList = list()\n",
    "for m in range(nMunis):\n",
    "    if focusPoly.intersects(muniPCP[m]) and muniPop[m] > 0:\n",
    "        if muniSumUse[m] < MIN:\n",
    "            UUList.append(m)\n",
    "        if muniSumUse[m] > MAX:\n",
    "            OUList.append(m)\n",
    "for m in UUList:\n",
    "    plotPoly(muniGeom[m])\n",
    "    plotCenter(int(muniPop[m])+m/1000., muniGeom[m])\n",
    "for m in OUList:\n",
    "    plotPoly(muniGeom[m])\n",
    "#plotPoly(muniGeom[804])\n",
    "plt.show()\n",
    "print(muniPop[294])\n",
    "plotPoly(muniGeom[294])\n",
    "plotPoly(countyGeom[17])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 394,
   "id": "90ff2b01-9f0c-4dc1-b238-29777b4ddd6b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fred = Polygon(bob.coords)\n",
    "plotPoly(fred)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 395,
   "id": "6878b9a9-52de-418d-97cd-b0897707800e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "121051.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(muniPop[804])\n",
    "bob = muniGeom[804].exterior\n",
    "plotPoly(bob.buffer(0.001))\n",
    "for m in range(nMunis):\n",
    "    if focusPoly.intersects(muniGeom[m]):\n",
    "        if fred.contains(muniGeom[m]):\n",
    "            plotCenter(int(muniPop[m]),muniGeom[m])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b311ac76-2c07-49fb-bb82-d758bd005d4b",
   "metadata": {},
   "outputs": [],
   "source": [
    "#END OF BASIC CODE -- PASS THIS TO MAP ANALYSIS CODE."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.14"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
